Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [2]:
# data_dir = '/input'
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[3]:
<matplotlib.image.AxesImage at 0x7f2ab0dfd5c0>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [4]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[4]:
<matplotlib.image.AxesImage at 0x7f2ab0d295c0>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [5]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [6]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    inputs_real = tf.placeholder(tf.float32, [None, image_width, image_height, image_channels], name='input_real')
    inputs_z = tf.placeholder(tf.float32, [None, z_dim], name='input_z')
    learning_rate = tf.placeholder(tf.float32, name='learning_rate')
    
    return inputs_real, inputs_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [15]:
# def lrelu(x, alpha = 0.2, name='lrelu'):
    #with tf.variable_scope(name):
    # f1 = 0.5*(1+alpha)
    # f2 = 0.5*(1-alpha)
    # return f1*x + f2*abs(x)
def lrelu(x, alpha = 0.2, name='lrelu'):
    return tf.maximum(x, alpha*x, name=name)
    
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    rate = 0.1
    # TODO: Implement Function
    with tf.variable_scope('discriminator', reuse=reuse):
        # 28*28*3 -> 14*14*64
        x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same', 
                              # kernel_initializer = tf.random_normal_initializer(stddev=0.02))
                              kernel_initializer = tf.contrib.layers.xavier_initializer())
        # x1 = tf.maximum(0.2*x1, x1)
        x1 = lrelu(x1)
        # add drop out layer 
        x1 = tf.layers.dropout(x1, rate) 
        
        # 14*14*64 -> 7*7*128
        x2 = tf.layers.conv2d(x1, 128, 5, strides =2 , padding='same',
                              kernel_initializer = tf.contrib.layers.xavier_initializer())
        x2 = tf.layers.batch_normalization(x2, training=True)
        # x2 = tf.maximum(0.2*x2, x2)
        x2 = lrelu(x2)
        x2 = tf.layers.dropout(x2, rate)
        
        # 7*7*128 -> 3*3*256
        x3 = tf.layers.conv2d(x2, 256, 5, strides=2, padding='same', 
                              kernel_initializer = tf.contrib.layers.xavier_initializer())
        x3 = tf.layers.batch_normalization(x3, training=True)
        # x3 = tf.maximum(0.2*x3, x3)
        x3 = lrelu(x3)
        x3 = tf.layers.dropout(x3, rate)
        
        # flatten 
        # s = x3.get_shape().as_list()
        # flat = tf.reshape(x3, (-1, s[1]*s[2]*s[3]))
        flat = tf.contrib.layers.flatten(x3)
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
    
    return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [16]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    reuse = True
    if is_train == True:
        reuse = False
    rate = 0.1
    with tf.variable_scope('generator', reuse=reuse):
        # z_dim -> 7*7*256
        # x = tf.layers.dense(z, 7*7*256)
        # x = tf.reshape(x, (-1, 7, 7, 256))
        x = tf.layers.dense(z, 2*2*512)
        x = tf.reshape(x, (-1, 2, 2, 512))
        
        # 7*7*256 -> 14*14*128
        # x2 = tf.layers.conv2d_transpose(x, 128, 5, strides=2, padding='same', 
        #                                kernel_initializer = tf.contrib.layers.xavier_initializer())
        # 7 * 7 * 256
        x2 = tf.layers.conv2d_transpose(x, 256, 5, strides=2, padding='valid', 
                                       kernel_initializer = tf.contrib.layers.xavier_initializer())
        s = x2.get_shape().as_list()
        # print('x2.shape {}'.format(s))
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        # x2 = tf.maximum(0.2*x2, x2)
        x2 = lrelu(x2)
        x2 = tf.layers.dropout(x2, rate, training=is_train)
        
        # 14*14*128 -> 28*28*64
        # x3 = tf.layers.conv2d_transpose(x2, 64, 5, strides=2, padding='same', 
        #                               kernel_initializer = tf.contrib.layers.xavier_initializer())
        # 14 * 14 * 128
        x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same',
                                       kernel_initializer = tf.contrib.layers.xavier_initializer())
        s = x3.get_shape().as_list()
        # print('x3.shape {}'.format(s))
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        # x3 = tf.maximum(0.2*x3, x3)
        x3 = lrelu(x3)
        x3 = tf.layers.dropout(x3, rate, training=is_train)
        
        # 28*28*64 -> 28*28*3
        # logits = tf.layers.conv2d(x3, out_channel_dim, 5, strides=1, padding='same', 
        #                         kernel_initializer = tf.contrib.layers.xavier_initializer())
        # 28 * 28 * 3
        logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same', 
                                 kernel_initializer = tf.contrib.layers.xavier_initializer())
        s = logits.get_shape().as_list()
        # print('logits.shape {}'.format(s))
        out = tf.tanh(logits)
    
    return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [18]:
import numpy as np
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse = True)
    
    smooth = 0.1
    d_loss_real = tf.reduce_mean(
        # tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*np.random.uniform(0.7, 1.2)))
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*(1.-smooth)))

    d_loss_fake = tf.reduce_mean(
    #       tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)*np.random.uniform(0.0, 0.3)))
    # tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)*(1.-smooth)))
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))

    g_loss = tf.reduce_mean(
        # tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)*np.random.uniform(0.8, 1.0)))
    #    tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)*(1.-smooth)))
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake
    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [19]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    vts = tf.trainable_variables()
    d_v = [v for v in vts if v.name.startswith('discriminator')]
    g_v = [v for v in vts if v.name.startswith('generator')]
    
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list = d_v)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list = g_v)
    
    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [20]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [21]:
def scale(x, feature_range=(-1, 1)):
    # scale to (0, 1)
    # x = ((x - x.min())/(255 - x.min()))
    x = ((x - x.min())/(x.max() - x.min()))
    
    # scale to feature_range
    min, max = feature_range
    x = x * (max - min) + min
    return x

def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
        # TODO: Build Model
    tf.reset_default_graph()
    (_, image_width, image_height, image_channels) = data_shape
    
    input_real, input_z, l_rate = model_inputs(image_width, image_height, image_channels, z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, image_channels)
    d_opt, g_opt = model_opt(d_loss, g_loss, l_rate, beta1)
    
    samples, losses = [], []
    steps = 0
    print_every = 3
    show_every = epoch_count*30
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps += 1
                
                # sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                
                # scale input images 
                # scale_images = scale(batch_images)
                batch_images *= 2.0 
              
                # Run optimizer 
                _= sess.run(d_opt, feed_dict={input_z: batch_z, input_real: batch_images, l_rate: learning_rate})
                _= sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images, l_rate: learning_rate})

                if steps % print_every == 0:
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real:batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})
                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    losses.append((train_loss_d, train_loss_g))
                if steps % show_every == 0:
                    show_generator_output(sess, 25, input_z, image_channels, data_image_mode)
                    

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [13]:
batch_size = 64
z_dim = 100
learning_rate = 0.001 # 0.0002
beta1 = 0.3 # 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 14.7134... Generator Loss: 0.0000
Epoch 1/2... Discriminator Loss: 1.3634... Generator Loss: 1.3395
Epoch 1/2... Discriminator Loss: 1.8103... Generator Loss: 8.8854
Epoch 1/2... Discriminator Loss: 0.7265... Generator Loss: 2.9463
Epoch 1/2... Discriminator Loss: 3.3305... Generator Loss: 0.2865
Epoch 1/2... Discriminator Loss: 1.8203... Generator Loss: 2.6318
Epoch 1/2... Discriminator Loss: 3.1616... Generator Loss: 0.1143
Epoch 1/2... Discriminator Loss: 1.8765... Generator Loss: 1.4955
Epoch 1/2... Discriminator Loss: 2.4201... Generator Loss: 0.1644
Epoch 1/2... Discriminator Loss: 1.7686... Generator Loss: 1.0975
Epoch 1/2... Discriminator Loss: 1.9047... Generator Loss: 0.2988
Epoch 1/2... Discriminator Loss: 1.5688... Generator Loss: 1.2094
Epoch 1/2... Discriminator Loss: 2.0135... Generator Loss: 0.2555
Epoch 1/2... Discriminator Loss: 1.8032... Generator Loss: 1.3301
Epoch 1/2... Discriminator Loss: 1.6872... Generator Loss: 0.3528
Epoch 1/2... Discriminator Loss: 1.7112... Generator Loss: 1.3730
Epoch 1/2... Discriminator Loss: 1.7625... Generator Loss: 0.3639
Epoch 1/2... Discriminator Loss: 1.4699... Generator Loss: 1.2507
Epoch 1/2... Discriminator Loss: 1.5269... Generator Loss: 0.4604
Epoch 1/2... Discriminator Loss: 1.5228... Generator Loss: 1.2883
Epoch 1/2... Discriminator Loss: 1.7451... Generator Loss: 0.3099
Epoch 1/2... Discriminator Loss: 1.4973... Generator Loss: 1.3409
Epoch 1/2... Discriminator Loss: 1.5945... Generator Loss: 0.4164
Epoch 1/2... Discriminator Loss: 1.2849... Generator Loss: 1.1740
Epoch 1/2... Discriminator Loss: 1.4103... Generator Loss: 0.5723
Epoch 1/2... Discriminator Loss: 1.5986... Generator Loss: 1.4930
Epoch 1/2... Discriminator Loss: 1.5346... Generator Loss: 0.4272
Epoch 1/2... Discriminator Loss: 1.4147... Generator Loss: 1.1341
Epoch 1/2... Discriminator Loss: 1.6344... Generator Loss: 0.4057
Epoch 1/2... Discriminator Loss: 1.3366... Generator Loss: 0.9060
Epoch 1/2... Discriminator Loss: 1.4754... Generator Loss: 0.4810
Epoch 1/2... Discriminator Loss: 1.6198... Generator Loss: 1.5365
Epoch 1/2... Discriminator Loss: 1.4466... Generator Loss: 0.4676
Epoch 1/2... Discriminator Loss: 1.3165... Generator Loss: 1.0500
Epoch 1/2... Discriminator Loss: 1.3711... Generator Loss: 0.6119
Epoch 1/2... Discriminator Loss: 1.2782... Generator Loss: 1.1101
Epoch 1/2... Discriminator Loss: 1.9359... Generator Loss: 0.2754
Epoch 1/2... Discriminator Loss: 1.3718... Generator Loss: 0.7184
Epoch 1/2... Discriminator Loss: 1.3444... Generator Loss: 0.7553
Epoch 1/2... Discriminator Loss: 1.6858... Generator Loss: 1.8036
Epoch 1/2... Discriminator Loss: 1.5155... Generator Loss: 0.5019
Epoch 1/2... Discriminator Loss: 1.5366... Generator Loss: 1.7792
Epoch 1/2... Discriminator Loss: 1.3765... Generator Loss: 0.5351
Epoch 1/2... Discriminator Loss: 1.2435... Generator Loss: 1.4285
Epoch 1/2... Discriminator Loss: 1.6853... Generator Loss: 0.3757
Epoch 1/2... Discriminator Loss: 1.3483... Generator Loss: 1.4569
Epoch 1/2... Discriminator Loss: 1.3493... Generator Loss: 0.5727
Epoch 1/2... Discriminator Loss: 1.4467... Generator Loss: 1.6847
Epoch 1/2... Discriminator Loss: 1.5877... Generator Loss: 0.4064
Epoch 1/2... Discriminator Loss: 1.3586... Generator Loss: 1.1381
Epoch 1/2... Discriminator Loss: 1.4187... Generator Loss: 0.4831
Epoch 1/2... Discriminator Loss: 1.5840... Generator Loss: 1.5960
Epoch 1/2... Discriminator Loss: 1.3410... Generator Loss: 0.5903
Epoch 1/2... Discriminator Loss: 1.4526... Generator Loss: 1.5390
Epoch 1/2... Discriminator Loss: 1.7173... Generator Loss: 0.3803
Epoch 1/2... Discriminator Loss: 1.2516... Generator Loss: 1.0516
Epoch 1/2... Discriminator Loss: 1.4345... Generator Loss: 0.4598
Epoch 1/2... Discriminator Loss: 1.4583... Generator Loss: 1.7740
Epoch 1/2... Discriminator Loss: 1.5585... Generator Loss: 0.4280
Epoch 1/2... Discriminator Loss: 1.4676... Generator Loss: 1.5696
Epoch 1/2... Discriminator Loss: 1.4165... Generator Loss: 0.5081
Epoch 1/2... Discriminator Loss: 1.3477... Generator Loss: 1.2256
Epoch 1/2... Discriminator Loss: 1.6419... Generator Loss: 0.3555
Epoch 1/2... Discriminator Loss: 1.4674... Generator Loss: 1.2521
Epoch 1/2... Discriminator Loss: 1.6486... Generator Loss: 0.3996
Epoch 1/2... Discriminator Loss: 1.2282... Generator Loss: 1.0441
Epoch 1/2... Discriminator Loss: 1.3859... Generator Loss: 0.5118
Epoch 1/2... Discriminator Loss: 1.7073... Generator Loss: 2.4299
Epoch 1/2... Discriminator Loss: 1.2749... Generator Loss: 0.6472
Epoch 1/2... Discriminator Loss: 1.4327... Generator Loss: 1.4970
Epoch 1/2... Discriminator Loss: 1.3222... Generator Loss: 0.5734
Epoch 1/2... Discriminator Loss: 1.3016... Generator Loss: 1.6762
Epoch 1/2... Discriminator Loss: 1.4015... Generator Loss: 0.5404
Epoch 1/2... Discriminator Loss: 1.3958... Generator Loss: 1.6785
Epoch 1/2... Discriminator Loss: 1.4616... Generator Loss: 0.4834
Epoch 1/2... Discriminator Loss: 1.2113... Generator Loss: 1.3370
Epoch 1/2... Discriminator Loss: 1.3610... Generator Loss: 0.5606
Epoch 1/2... Discriminator Loss: 1.3129... Generator Loss: 1.1805
Epoch 1/2... Discriminator Loss: 1.1380... Generator Loss: 0.8011
Epoch 1/2... Discriminator Loss: 1.7739... Generator Loss: 2.3474
Epoch 1/2... Discriminator Loss: 1.3940... Generator Loss: 0.5312
Epoch 1/2... Discriminator Loss: 1.2469... Generator Loss: 1.2874
Epoch 1/2... Discriminator Loss: 1.3233... Generator Loss: 0.5719
Epoch 1/2... Discriminator Loss: 1.1740... Generator Loss: 1.2003
Epoch 1/2... Discriminator Loss: 1.5612... Generator Loss: 0.3945
Epoch 1/2... Discriminator Loss: 1.2101... Generator Loss: 1.6210
Epoch 1/2... Discriminator Loss: 1.2826... Generator Loss: 0.6668
Epoch 1/2... Discriminator Loss: 1.4590... Generator Loss: 1.7540
Epoch 1/2... Discriminator Loss: 1.5948... Generator Loss: 0.3971
Epoch 1/2... Discriminator Loss: 1.1462... Generator Loss: 1.3583
Epoch 1/2... Discriminator Loss: 1.0990... Generator Loss: 0.8236
Epoch 1/2... Discriminator Loss: 1.6948... Generator Loss: 0.3436
Epoch 1/2... Discriminator Loss: 1.3655... Generator Loss: 1.7888
Epoch 1/2... Discriminator Loss: 1.2921... Generator Loss: 0.7201
Epoch 1/2... Discriminator Loss: 1.1623... Generator Loss: 0.7798
Epoch 1/2... Discriminator Loss: 1.1944... Generator Loss: 1.3148
Epoch 1/2... Discriminator Loss: 1.7795... Generator Loss: 0.3005
Epoch 1/2... Discriminator Loss: 1.1833... Generator Loss: 0.9418
Epoch 1/2... Discriminator Loss: 1.0867... Generator Loss: 0.9483
Epoch 1/2... Discriminator Loss: 1.1514... Generator Loss: 1.0716
Epoch 1/2... Discriminator Loss: 1.7414... Generator Loss: 0.3185
Epoch 1/2... Discriminator Loss: 1.4346... Generator Loss: 1.8656
Epoch 1/2... Discriminator Loss: 1.3067... Generator Loss: 0.8491
Epoch 1/2... Discriminator Loss: 1.1725... Generator Loss: 0.8316
Epoch 1/2... Discriminator Loss: 1.2724... Generator Loss: 0.6349
Epoch 1/2... Discriminator Loss: 1.3625... Generator Loss: 1.8706
Epoch 1/2... Discriminator Loss: 1.6585... Generator Loss: 0.3597
Epoch 1/2... Discriminator Loss: 1.2278... Generator Loss: 0.7984
Epoch 1/2... Discriminator Loss: 1.1773... Generator Loss: 1.0250
Epoch 1/2... Discriminator Loss: 1.2463... Generator Loss: 0.6207
Epoch 1/2... Discriminator Loss: 2.0510... Generator Loss: 2.7220
Epoch 1/2... Discriminator Loss: 1.2811... Generator Loss: 1.3134
Epoch 1/2... Discriminator Loss: 1.2075... Generator Loss: 1.2018
Epoch 1/2... Discriminator Loss: 1.4133... Generator Loss: 0.5019
Epoch 1/2... Discriminator Loss: 1.1329... Generator Loss: 1.5467
Epoch 1/2... Discriminator Loss: 1.1866... Generator Loss: 0.7303
Epoch 1/2... Discriminator Loss: 1.3510... Generator Loss: 1.7712
Epoch 1/2... Discriminator Loss: 1.4722... Generator Loss: 0.4349
Epoch 1/2... Discriminator Loss: 1.0132... Generator Loss: 0.9319
Epoch 1/2... Discriminator Loss: 1.4076... Generator Loss: 0.4695
Epoch 1/2... Discriminator Loss: 1.4242... Generator Loss: 1.5987
Epoch 1/2... Discriminator Loss: 1.5639... Generator Loss: 0.4028
Epoch 1/2... Discriminator Loss: 1.4918... Generator Loss: 1.6639
Epoch 1/2... Discriminator Loss: 1.5108... Generator Loss: 0.4948
Epoch 1/2... Discriminator Loss: 1.1122... Generator Loss: 1.1161
Epoch 1/2... Discriminator Loss: 1.2906... Generator Loss: 0.6319
Epoch 1/2... Discriminator Loss: 1.0620... Generator Loss: 1.0057
Epoch 1/2... Discriminator Loss: 1.2405... Generator Loss: 0.6259
Epoch 1/2... Discriminator Loss: 1.5037... Generator Loss: 2.1529
Epoch 1/2... Discriminator Loss: 1.2250... Generator Loss: 0.6958
Epoch 1/2... Discriminator Loss: 1.1301... Generator Loss: 0.8598
Epoch 1/2... Discriminator Loss: 1.1446... Generator Loss: 0.7475
Epoch 1/2... Discriminator Loss: 1.1435... Generator Loss: 1.7854
Epoch 1/2... Discriminator Loss: 1.4114... Generator Loss: 0.5263
Epoch 1/2... Discriminator Loss: 1.3387... Generator Loss: 1.7565
Epoch 1/2... Discriminator Loss: 1.2752... Generator Loss: 0.6434
Epoch 1/2... Discriminator Loss: 1.0606... Generator Loss: 1.2678
Epoch 1/2... Discriminator Loss: 1.2873... Generator Loss: 0.5918
Epoch 1/2... Discriminator Loss: 1.1808... Generator Loss: 1.8699
Epoch 1/2... Discriminator Loss: 1.3940... Generator Loss: 0.5807
Epoch 1/2... Discriminator Loss: 1.6732... Generator Loss: 2.1104
Epoch 1/2... Discriminator Loss: 1.2890... Generator Loss: 0.6107
Epoch 1/2... Discriminator Loss: 1.3002... Generator Loss: 0.6180
Epoch 1/2... Discriminator Loss: 1.1512... Generator Loss: 1.3134
Epoch 1/2... Discriminator Loss: 1.2058... Generator Loss: 0.7092
Epoch 1/2... Discriminator Loss: 1.2555... Generator Loss: 0.6467
Epoch 1/2... Discriminator Loss: 1.2924... Generator Loss: 1.7694
Epoch 1/2... Discriminator Loss: 1.3925... Generator Loss: 0.5064
Epoch 1/2... Discriminator Loss: 1.0013... Generator Loss: 1.1057
Epoch 1/2... Discriminator Loss: 1.0973... Generator Loss: 1.6131
Epoch 1/2... Discriminator Loss: 1.4226... Generator Loss: 0.4723
Epoch 1/2... Discriminator Loss: 1.0679... Generator Loss: 1.4332
Epoch 1/2... Discriminator Loss: 1.5906... Generator Loss: 0.5023
Epoch 1/2... Discriminator Loss: 1.3662... Generator Loss: 0.5821
Epoch 1/2... Discriminator Loss: 1.8297... Generator Loss: 2.7129
Epoch 1/2... Discriminator Loss: 1.4089... Generator Loss: 0.5657
Epoch 1/2... Discriminator Loss: 1.2312... Generator Loss: 0.7324
Epoch 1/2... Discriminator Loss: 1.2099... Generator Loss: 1.5256
Epoch 1/2... Discriminator Loss: 1.3287... Generator Loss: 0.5770
Epoch 1/2... Discriminator Loss: 1.0973... Generator Loss: 1.0720
Epoch 1/2... Discriminator Loss: 1.3780... Generator Loss: 0.5094
Epoch 1/2... Discriminator Loss: 1.2679... Generator Loss: 1.7340
Epoch 1/2... Discriminator Loss: 1.0566... Generator Loss: 0.9301
Epoch 1/2... Discriminator Loss: 1.0702... Generator Loss: 0.8964
Epoch 1/2... Discriminator Loss: 1.0276... Generator Loss: 0.8489
Epoch 1/2... Discriminator Loss: 0.9834... Generator Loss: 1.0484
Epoch 1/2... Discriminator Loss: 1.6118... Generator Loss: 0.3871
Epoch 1/2... Discriminator Loss: 1.8430... Generator Loss: 2.0406
Epoch 1/2... Discriminator Loss: 1.3693... Generator Loss: 0.6648
Epoch 1/2... Discriminator Loss: 1.2744... Generator Loss: 0.6708
Epoch 1/2... Discriminator Loss: 1.2742... Generator Loss: 1.5959
Epoch 1/2... Discriminator Loss: 1.1041... Generator Loss: 0.8885
Epoch 1/2... Discriminator Loss: 1.2447... Generator Loss: 0.7116
Epoch 1/2... Discriminator Loss: 1.8258... Generator Loss: 2.2789
Epoch 1/2... Discriminator Loss: 1.0858... Generator Loss: 0.7639
Epoch 1/2... Discriminator Loss: 0.9890... Generator Loss: 1.3060
Epoch 1/2... Discriminator Loss: 1.3613... Generator Loss: 0.5336
Epoch 1/2... Discriminator Loss: 1.0375... Generator Loss: 1.0332
Epoch 1/2... Discriminator Loss: 1.3703... Generator Loss: 0.4782
Epoch 1/2... Discriminator Loss: 1.2630... Generator Loss: 1.9465
Epoch 1/2... Discriminator Loss: 1.6032... Generator Loss: 0.4359
Epoch 1/2... Discriminator Loss: 1.2316... Generator Loss: 1.4128
Epoch 1/2... Discriminator Loss: 1.2648... Generator Loss: 0.6032
Epoch 1/2... Discriminator Loss: 1.0480... Generator Loss: 0.9063
Epoch 1/2... Discriminator Loss: 0.9919... Generator Loss: 1.2189
Epoch 1/2... Discriminator Loss: 1.2087... Generator Loss: 0.6219
Epoch 1/2... Discriminator Loss: 2.6486... Generator Loss: 3.7277
Epoch 1/2... Discriminator Loss: 1.1294... Generator Loss: 0.9504
Epoch 1/2... Discriminator Loss: 1.0007... Generator Loss: 1.2177
Epoch 1/2... Discriminator Loss: 0.8859... Generator Loss: 1.1792
Epoch 1/2... Discriminator Loss: 1.7270... Generator Loss: 0.3743
Epoch 1/2... Discriminator Loss: 1.2216... Generator Loss: 1.1278
Epoch 1/2... Discriminator Loss: 1.0404... Generator Loss: 0.9324
Epoch 1/2... Discriminator Loss: 1.2018... Generator Loss: 0.6373
Epoch 1/2... Discriminator Loss: 1.4102... Generator Loss: 2.1821
Epoch 1/2... Discriminator Loss: 1.2955... Generator Loss: 0.5990
Epoch 1/2... Discriminator Loss: 0.9481... Generator Loss: 1.6414
Epoch 1/2... Discriminator Loss: 1.0169... Generator Loss: 0.8688
Epoch 1/2... Discriminator Loss: 1.0207... Generator Loss: 0.8858
Epoch 1/2... Discriminator Loss: 0.9155... Generator Loss: 1.4203
Epoch 1/2... Discriminator Loss: 2.1866... Generator Loss: 0.2562
Epoch 1/2... Discriminator Loss: 3.1499... Generator Loss: 3.4837
Epoch 1/2... Discriminator Loss: 1.2547... Generator Loss: 1.2400
Epoch 1/2... Discriminator Loss: 1.0476... Generator Loss: 1.0413
Epoch 1/2... Discriminator Loss: 1.5039... Generator Loss: 0.4545
Epoch 1/2... Discriminator Loss: 1.0471... Generator Loss: 1.3825
Epoch 1/2... Discriminator Loss: 1.0903... Generator Loss: 0.8875
Epoch 1/2... Discriminator Loss: 1.1707... Generator Loss: 1.5291
Epoch 1/2... Discriminator Loss: 1.3406... Generator Loss: 0.5806
Epoch 1/2... Discriminator Loss: 1.0972... Generator Loss: 1.6715
Epoch 1/2... Discriminator Loss: 1.3052... Generator Loss: 0.5567
Epoch 1/2... Discriminator Loss: 1.0400... Generator Loss: 0.8418
Epoch 1/2... Discriminator Loss: 1.0014... Generator Loss: 0.8681
Epoch 1/2... Discriminator Loss: 1.0673... Generator Loss: 1.8945
Epoch 1/2... Discriminator Loss: 2.0508... Generator Loss: 0.2727
Epoch 1/2... Discriminator Loss: 1.1378... Generator Loss: 0.9428
Epoch 1/2... Discriminator Loss: 1.0798... Generator Loss: 1.0380
Epoch 1/2... Discriminator Loss: 1.1985... Generator Loss: 0.6621
Epoch 1/2... Discriminator Loss: 0.9833... Generator Loss: 1.2376
Epoch 1/2... Discriminator Loss: 0.9896... Generator Loss: 0.9178
Epoch 1/2... Discriminator Loss: 0.8058... Generator Loss: 1.5395
Epoch 1/2... Discriminator Loss: 1.3349... Generator Loss: 0.5663
Epoch 1/2... Discriminator Loss: 1.1851... Generator Loss: 1.7509
Epoch 1/2... Discriminator Loss: 1.0313... Generator Loss: 0.7970
Epoch 1/2... Discriminator Loss: 0.9466... Generator Loss: 1.5991
Epoch 1/2... Discriminator Loss: 1.1442... Generator Loss: 0.7151
Epoch 1/2... Discriminator Loss: 1.3699... Generator Loss: 1.9718
Epoch 1/2... Discriminator Loss: 1.4412... Generator Loss: 0.5165
Epoch 1/2... Discriminator Loss: 1.1096... Generator Loss: 1.0009
Epoch 1/2... Discriminator Loss: 1.1225... Generator Loss: 0.7065
Epoch 1/2... Discriminator Loss: 1.3483... Generator Loss: 2.4569
Epoch 1/2... Discriminator Loss: 1.1143... Generator Loss: 0.7604
Epoch 1/2... Discriminator Loss: 1.1745... Generator Loss: 1.6079
Epoch 1/2... Discriminator Loss: 1.6636... Generator Loss: 0.3903
Epoch 1/2... Discriminator Loss: 1.1084... Generator Loss: 1.5751
Epoch 1/2... Discriminator Loss: 1.4324... Generator Loss: 0.4906
Epoch 1/2... Discriminator Loss: 0.9815... Generator Loss: 1.2288
Epoch 1/2... Discriminator Loss: 1.0289... Generator Loss: 0.7953
Epoch 1/2... Discriminator Loss: 1.0048... Generator Loss: 2.0728
Epoch 1/2... Discriminator Loss: 1.8925... Generator Loss: 0.2809
Epoch 1/2... Discriminator Loss: 1.0444... Generator Loss: 1.0523
Epoch 1/2... Discriminator Loss: 1.0305... Generator Loss: 1.1920
Epoch 1/2... Discriminator Loss: 1.2459... Generator Loss: 0.6054
Epoch 1/2... Discriminator Loss: 1.0115... Generator Loss: 1.6214
Epoch 1/2... Discriminator Loss: 0.9514... Generator Loss: 1.0135
Epoch 1/2... Discriminator Loss: 0.9820... Generator Loss: 2.0053
Epoch 1/2... Discriminator Loss: 1.0731... Generator Loss: 0.8391
Epoch 1/2... Discriminator Loss: 0.9298... Generator Loss: 0.9478
Epoch 1/2... Discriminator Loss: 1.3821... Generator Loss: 2.7551
Epoch 1/2... Discriminator Loss: 1.1920... Generator Loss: 0.6961
Epoch 1/2... Discriminator Loss: 1.4121... Generator Loss: 2.4393
Epoch 1/2... Discriminator Loss: 1.2709... Generator Loss: 0.6041
Epoch 1/2... Discriminator Loss: 0.9727... Generator Loss: 1.8431
Epoch 1/2... Discriminator Loss: 1.4421... Generator Loss: 0.4496
Epoch 1/2... Discriminator Loss: 0.8672... Generator Loss: 1.1775
Epoch 1/2... Discriminator Loss: 0.8504... Generator Loss: 1.1154
Epoch 1/2... Discriminator Loss: 1.7211... Generator Loss: 0.3793
Epoch 1/2... Discriminator Loss: 1.1109... Generator Loss: 1.2973
Epoch 1/2... Discriminator Loss: 1.2327... Generator Loss: 0.6937
Epoch 1/2... Discriminator Loss: 1.2616... Generator Loss: 1.7041
Epoch 1/2... Discriminator Loss: 1.6770... Generator Loss: 0.4263
Epoch 1/2... Discriminator Loss: 1.1644... Generator Loss: 1.9407
Epoch 1/2... Discriminator Loss: 1.2805... Generator Loss: 0.5581
Epoch 1/2... Discriminator Loss: 0.9011... Generator Loss: 1.8597
Epoch 1/2... Discriminator Loss: 1.5793... Generator Loss: 0.4760
Epoch 1/2... Discriminator Loss: 0.8685... Generator Loss: 1.3428
Epoch 1/2... Discriminator Loss: 0.8103... Generator Loss: 1.8913
Epoch 1/2... Discriminator Loss: 0.9926... Generator Loss: 0.9246
Epoch 1/2... Discriminator Loss: 1.0541... Generator Loss: 0.7874
Epoch 1/2... Discriminator Loss: 0.9057... Generator Loss: 2.1482
Epoch 1/2... Discriminator Loss: 1.7870... Generator Loss: 0.3391
Epoch 1/2... Discriminator Loss: 0.9280... Generator Loss: 1.1738
Epoch 1/2... Discriminator Loss: 1.3857... Generator Loss: 0.5537
Epoch 1/2... Discriminator Loss: 1.0267... Generator Loss: 1.4960
Epoch 1/2... Discriminator Loss: 1.0108... Generator Loss: 0.8871
Epoch 1/2... Discriminator Loss: 0.7907... Generator Loss: 1.2613
Epoch 1/2... Discriminator Loss: 0.8053... Generator Loss: 1.1282
Epoch 1/2... Discriminator Loss: 0.7134... Generator Loss: 1.6173
Epoch 1/2... Discriminator Loss: 0.6954... Generator Loss: 1.5115
Epoch 1/2... Discriminator Loss: 0.7340... Generator Loss: 1.7841
Epoch 1/2... Discriminator Loss: 1.4172... Generator Loss: 0.5054
Epoch 1/2... Discriminator Loss: 2.8877... Generator Loss: 3.8375
Epoch 1/2... Discriminator Loss: 1.0438... Generator Loss: 1.0400
Epoch 1/2... Discriminator Loss: 1.2279... Generator Loss: 0.6832
Epoch 1/2... Discriminator Loss: 0.9872... Generator Loss: 1.4471
Epoch 1/2... Discriminator Loss: 1.2584... Generator Loss: 0.7018
Epoch 1/2... Discriminator Loss: 1.2048... Generator Loss: 2.1794
Epoch 1/2... Discriminator Loss: 1.4830... Generator Loss: 0.5222
Epoch 1/2... Discriminator Loss: 1.4073... Generator Loss: 0.5404
Epoch 1/2... Discriminator Loss: 0.8466... Generator Loss: 1.4257
Epoch 1/2... Discriminator Loss: 0.9092... Generator Loss: 1.0654
Epoch 1/2... Discriminator Loss: 0.8907... Generator Loss: 0.9701
Epoch 1/2... Discriminator Loss: 0.8445... Generator Loss: 1.0668
Epoch 1/2... Discriminator Loss: 0.7602... Generator Loss: 1.6842
Epoch 1/2... Discriminator Loss: 2.4343... Generator Loss: 0.2137
Epoch 1/2... Discriminator Loss: 1.4969... Generator Loss: 2.3981
Epoch 1/2... Discriminator Loss: 1.0555... Generator Loss: 0.8218
Epoch 1/2... Discriminator Loss: 0.9093... Generator Loss: 1.3231
Epoch 1/2... Discriminator Loss: 1.1320... Generator Loss: 0.7587
Epoch 1/2... Discriminator Loss: 1.0527... Generator Loss: 2.1130
Epoch 1/2... Discriminator Loss: 1.1213... Generator Loss: 0.6872
Epoch 1/2... Discriminator Loss: 1.5676... Generator Loss: 2.5821
Epoch 1/2... Discriminator Loss: 1.3642... Generator Loss: 0.6169
Epoch 1/2... Discriminator Loss: 0.9500... Generator Loss: 1.1023
Epoch 1/2... Discriminator Loss: 0.8891... Generator Loss: 1.3039
Epoch 1/2... Discriminator Loss: 1.0905... Generator Loss: 0.8948
Epoch 1/2... Discriminator Loss: 0.9244... Generator Loss: 1.0294
Epoch 1/2... Discriminator Loss: 0.7586... Generator Loss: 1.6537
Epoch 1/2... Discriminator Loss: 0.7902... Generator Loss: 1.8606
Epoch 1/2... Discriminator Loss: 1.1005... Generator Loss: 0.8366
Epoch 1/2... Discriminator Loss: 1.1201... Generator Loss: 3.0761
Epoch 1/2... Discriminator Loss: 1.2470... Generator Loss: 0.6183
Epoch 2/2... Discriminator Loss: 1.8868... Generator Loss: 3.5988
Epoch 2/2... Discriminator Loss: 0.9515... Generator Loss: 1.1291
Epoch 2/2... Discriminator Loss: 1.0269... Generator Loss: 0.8051
Epoch 2/2... Discriminator Loss: 0.9149... Generator Loss: 1.1589
Epoch 2/2... Discriminator Loss: 1.1719... Generator Loss: 0.7703
Epoch 2/2... Discriminator Loss: 0.8211... Generator Loss: 1.1399
Epoch 2/2... Discriminator Loss: 0.9809... Generator Loss: 0.8367
Epoch 2/2... Discriminator Loss: 0.7631... Generator Loss: 1.3109
Epoch 2/2... Discriminator Loss: 0.8130... Generator Loss: 1.3150
Epoch 2/2... Discriminator Loss: 0.6807... Generator Loss: 2.1190
Epoch 2/2... Discriminator Loss: 3.0511... Generator Loss: 0.1254
Epoch 2/2... Discriminator Loss: 1.0118... Generator Loss: 1.2367
Epoch 2/2... Discriminator Loss: 0.9205... Generator Loss: 1.0618
Epoch 2/2... Discriminator Loss: 0.8369... Generator Loss: 1.5240
Epoch 2/2... Discriminator Loss: 0.9144... Generator Loss: 0.9854
Epoch 2/2... Discriminator Loss: 0.8853... Generator Loss: 1.5207
Epoch 2/2... Discriminator Loss: 1.0083... Generator Loss: 0.8569
Epoch 2/2... Discriminator Loss: 0.7727... Generator Loss: 1.2456
Epoch 2/2... Discriminator Loss: 0.6548... Generator Loss: 1.7816
Epoch 2/2... Discriminator Loss: 2.4876... Generator Loss: 0.1950
Epoch 2/2... Discriminator Loss: 1.0640... Generator Loss: 1.4176
Epoch 2/2... Discriminator Loss: 1.3486... Generator Loss: 0.5904
Epoch 2/2... Discriminator Loss: 0.9067... Generator Loss: 0.9735
Epoch 2/2... Discriminator Loss: 0.7103... Generator Loss: 1.7815
Epoch 2/2... Discriminator Loss: 1.2727... Generator Loss: 0.5829
Epoch 2/2... Discriminator Loss: 0.8208... Generator Loss: 2.3119
Epoch 2/2... Discriminator Loss: 1.7444... Generator Loss: 0.4109
Epoch 2/2... Discriminator Loss: 1.3275... Generator Loss: 2.6796
Epoch 2/2... Discriminator Loss: 0.8159... Generator Loss: 1.2838
Epoch 2/2... Discriminator Loss: 1.2334... Generator Loss: 0.6760
Epoch 2/2... Discriminator Loss: 0.8136... Generator Loss: 1.2246
Epoch 2/2... Discriminator Loss: 0.7183... Generator Loss: 1.4008
Epoch 2/2... Discriminator Loss: 0.6457... Generator Loss: 1.8393
Epoch 2/2... Discriminator Loss: 0.9624... Generator Loss: 0.9315
Epoch 2/2... Discriminator Loss: 0.9028... Generator Loss: 1.0499
Epoch 2/2... Discriminator Loss: 1.3878... Generator Loss: 3.4818
Epoch 2/2... Discriminator Loss: 1.7510... Generator Loss: 0.4064
Epoch 2/2... Discriminator Loss: 1.0707... Generator Loss: 2.3668
Epoch 2/2... Discriminator Loss: 0.8170... Generator Loss: 1.5013
Epoch 2/2... Discriminator Loss: 1.4628... Generator Loss: 0.4759
Epoch 2/2... Discriminator Loss: 1.0596... Generator Loss: 1.8158
Epoch 2/2... Discriminator Loss: 1.9094... Generator Loss: 0.3544
Epoch 2/2... Discriminator Loss: 0.7007... Generator Loss: 1.7016
Epoch 2/2... Discriminator Loss: 0.8057... Generator Loss: 1.2667
Epoch 2/2... Discriminator Loss: 0.8445... Generator Loss: 1.1983
Epoch 2/2... Discriminator Loss: 0.7797... Generator Loss: 1.2355
Epoch 2/2... Discriminator Loss: 0.9168... Generator Loss: 1.0927
Epoch 2/2... Discriminator Loss: 0.8739... Generator Loss: 1.1080
Epoch 2/2... Discriminator Loss: 1.1083... Generator Loss: 0.7657
Epoch 2/2... Discriminator Loss: 0.6738... Generator Loss: 1.9001
Epoch 2/2... Discriminator Loss: 1.5335... Generator Loss: 0.4819
Epoch 2/2... Discriminator Loss: 3.1078... Generator Loss: 4.4634
Epoch 2/2... Discriminator Loss: 0.8994... Generator Loss: 1.3215
Epoch 2/2... Discriminator Loss: 0.9474... Generator Loss: 1.0697
Epoch 2/2... Discriminator Loss: 0.9203... Generator Loss: 2.1439
Epoch 2/2... Discriminator Loss: 0.6728... Generator Loss: 1.4820
Epoch 2/2... Discriminator Loss: 1.8905... Generator Loss: 0.3459
Epoch 2/2... Discriminator Loss: 0.8921... Generator Loss: 1.4132
Epoch 2/2... Discriminator Loss: 1.4146... Generator Loss: 0.5156
Epoch 2/2... Discriminator Loss: 0.8328... Generator Loss: 1.4108
Epoch 2/2... Discriminator Loss: 1.2024... Generator Loss: 2.1409
Epoch 2/2... Discriminator Loss: 0.9956... Generator Loss: 0.9981
Epoch 2/2... Discriminator Loss: 1.0789... Generator Loss: 0.7388
Epoch 2/2... Discriminator Loss: 0.8072... Generator Loss: 1.8914
Epoch 2/2... Discriminator Loss: 0.7977... Generator Loss: 1.1252
Epoch 2/2... Discriminator Loss: 0.9601... Generator Loss: 2.3794
Epoch 2/2... Discriminator Loss: 1.1884... Generator Loss: 0.7838
Epoch 2/2... Discriminator Loss: 1.1371... Generator Loss: 2.7553
Epoch 2/2... Discriminator Loss: 0.7370... Generator Loss: 1.7126
Epoch 2/2... Discriminator Loss: 1.0850... Generator Loss: 0.7786
Epoch 2/2... Discriminator Loss: 0.6209... Generator Loss: 1.8308
Epoch 2/2... Discriminator Loss: 0.8216... Generator Loss: 1.3194
Epoch 2/2... Discriminator Loss: 0.6369... Generator Loss: 1.6605
Epoch 2/2... Discriminator Loss: 0.5813... Generator Loss: 1.8687
Epoch 2/2... Discriminator Loss: 0.5734... Generator Loss: 2.0814
Epoch 2/2... Discriminator Loss: 0.8843... Generator Loss: 1.2749
Epoch 2/2... Discriminator Loss: 0.7968... Generator Loss: 2.5962
Epoch 2/2... Discriminator Loss: 1.0810... Generator Loss: 3.1822
Epoch 2/2... Discriminator Loss: 2.8342... Generator Loss: 0.1621
Epoch 2/2... Discriminator Loss: 0.9769... Generator Loss: 1.4646
Epoch 2/2... Discriminator Loss: 0.9802... Generator Loss: 2.2979
Epoch 2/2... Discriminator Loss: 0.8368... Generator Loss: 1.8281
Epoch 2/2... Discriminator Loss: 0.7549... Generator Loss: 1.4884
Epoch 2/2... Discriminator Loss: 0.8694... Generator Loss: 1.1082
Epoch 2/2... Discriminator Loss: 0.6856... Generator Loss: 1.4040
Epoch 2/2... Discriminator Loss: 0.9971... Generator Loss: 1.0161
Epoch 2/2... Discriminator Loss: 0.6979... Generator Loss: 1.7714
Epoch 2/2... Discriminator Loss: 1.0104... Generator Loss: 1.0347
Epoch 2/2... Discriminator Loss: 0.6273... Generator Loss: 1.9188
Epoch 2/2... Discriminator Loss: 0.7358... Generator Loss: 1.1854
Epoch 2/2... Discriminator Loss: 0.5746... Generator Loss: 2.1521
Epoch 2/2... Discriminator Loss: 0.6959... Generator Loss: 1.4006
Epoch 2/2... Discriminator Loss: 0.8712... Generator Loss: 1.1452
Epoch 2/2... Discriminator Loss: 1.0014... Generator Loss: 1.1192
Epoch 2/2... Discriminator Loss: 1.1199... Generator Loss: 3.2631
Epoch 2/2... Discriminator Loss: 1.9010... Generator Loss: 0.3783
Epoch 2/2... Discriminator Loss: 0.9483... Generator Loss: 2.0878
Epoch 2/2... Discriminator Loss: 1.2940... Generator Loss: 0.6607
Epoch 2/2... Discriminator Loss: 1.0375... Generator Loss: 0.8662
Epoch 2/2... Discriminator Loss: 0.8977... Generator Loss: 2.4554
Epoch 2/2... Discriminator Loss: 0.7220... Generator Loss: 1.4775
Epoch 2/2... Discriminator Loss: 0.9307... Generator Loss: 2.7083
Epoch 2/2... Discriminator Loss: 1.5529... Generator Loss: 0.4770
Epoch 2/2... Discriminator Loss: 0.8518... Generator Loss: 2.2123
Epoch 2/2... Discriminator Loss: 1.1879... Generator Loss: 0.7425
Epoch 2/2... Discriminator Loss: 0.9581... Generator Loss: 2.4213
Epoch 2/2... Discriminator Loss: 0.6708... Generator Loss: 2.0488
Epoch 2/2... Discriminator Loss: 0.8174... Generator Loss: 1.1289
Epoch 2/2... Discriminator Loss: 0.8275... Generator Loss: 1.2814
Epoch 2/2... Discriminator Loss: 0.9211... Generator Loss: 1.0470
Epoch 2/2... Discriminator Loss: 0.7454... Generator Loss: 2.1047
Epoch 2/2... Discriminator Loss: 1.0229... Generator Loss: 1.0161
Epoch 2/2... Discriminator Loss: 1.1549... Generator Loss: 3.3631
Epoch 2/2... Discriminator Loss: 1.5399... Generator Loss: 0.4475
Epoch 2/2... Discriminator Loss: 0.9467... Generator Loss: 1.6535
Epoch 2/2... Discriminator Loss: 1.5144... Generator Loss: 0.4503
Epoch 2/2... Discriminator Loss: 0.7552... Generator Loss: 1.2895
Epoch 2/2... Discriminator Loss: 0.5575... Generator Loss: 2.1564
Epoch 2/2... Discriminator Loss: 0.5817... Generator Loss: 1.9026
Epoch 2/2... Discriminator Loss: 0.6945... Generator Loss: 1.6050
Epoch 2/2... Discriminator Loss: 1.0809... Generator Loss: 0.7996
Epoch 2/2... Discriminator Loss: 0.6669... Generator Loss: 1.5830
Epoch 2/2... Discriminator Loss: 0.6608... Generator Loss: 2.4001
Epoch 2/2... Discriminator Loss: 1.2160... Generator Loss: 1.0000
Epoch 2/2... Discriminator Loss: 0.9820... Generator Loss: 3.6032
Epoch 2/2... Discriminator Loss: 2.4700... Generator Loss: 0.2795
Epoch 2/2... Discriminator Loss: 0.9366... Generator Loss: 1.9179
Epoch 2/2... Discriminator Loss: 1.0096... Generator Loss: 2.1386
Epoch 2/2... Discriminator Loss: 0.8462... Generator Loss: 1.1184
Epoch 2/2... Discriminator Loss: 0.9818... Generator Loss: 0.8553
Epoch 2/2... Discriminator Loss: 0.7053... Generator Loss: 1.9801
Epoch 2/2... Discriminator Loss: 1.1795... Generator Loss: 0.7239
Epoch 2/2... Discriminator Loss: 0.8109... Generator Loss: 1.4865
Epoch 2/2... Discriminator Loss: 0.6550... Generator Loss: 1.9440
Epoch 2/2... Discriminator Loss: 0.8143... Generator Loss: 1.3003
Epoch 2/2... Discriminator Loss: 0.6041... Generator Loss: 1.8009
Epoch 2/2... Discriminator Loss: 0.9076... Generator Loss: 1.2505
Epoch 2/2... Discriminator Loss: 0.5877... Generator Loss: 2.3445
Epoch 2/2... Discriminator Loss: 0.8601... Generator Loss: 0.9242
Epoch 2/2... Discriminator Loss: 0.9464... Generator Loss: 2.2703
Epoch 2/2... Discriminator Loss: 1.1545... Generator Loss: 0.7363
Epoch 2/2... Discriminator Loss: 0.9831... Generator Loss: 2.4335
Epoch 2/2... Discriminator Loss: 0.9668... Generator Loss: 1.0034
Epoch 2/2... Discriminator Loss: 0.6594... Generator Loss: 1.5478
Epoch 2/2... Discriminator Loss: 0.9973... Generator Loss: 3.3151
Epoch 2/2... Discriminator Loss: 1.2611... Generator Loss: 0.7081
Epoch 2/2... Discriminator Loss: 0.9474... Generator Loss: 2.4790
Epoch 2/2... Discriminator Loss: 1.0947... Generator Loss: 1.0958
Epoch 2/2... Discriminator Loss: 1.0609... Generator Loss: 0.8377
Epoch 2/2... Discriminator Loss: 0.8610... Generator Loss: 1.1005
Epoch 2/2... Discriminator Loss: 0.7836... Generator Loss: 1.6138
Epoch 2/2... Discriminator Loss: 0.7773... Generator Loss: 1.2768
Epoch 2/2... Discriminator Loss: 0.5177... Generator Loss: 2.2218
Epoch 2/2... Discriminator Loss: 0.9386... Generator Loss: 1.0783
Epoch 2/2... Discriminator Loss: 0.7671... Generator Loss: 1.3547
Epoch 2/2... Discriminator Loss: 0.5265... Generator Loss: 2.2939
Epoch 2/2... Discriminator Loss: 0.5423... Generator Loss: 2.3352
Epoch 2/2... Discriminator Loss: 0.6536... Generator Loss: 1.5230
Epoch 2/2... Discriminator Loss: 0.7027... Generator Loss: 1.5729
Epoch 2/2... Discriminator Loss: 0.6238... Generator Loss: 1.6330
Epoch 2/2... Discriminator Loss: 1.1884... Generator Loss: 3.4410
Epoch 2/2... Discriminator Loss: 1.4827... Generator Loss: 0.5617
Epoch 2/2... Discriminator Loss: 2.0306... Generator Loss: 4.4854
Epoch 2/2... Discriminator Loss: 1.0341... Generator Loss: 0.9160
Epoch 2/2... Discriminator Loss: 0.7553... Generator Loss: 1.5074
Epoch 2/2... Discriminator Loss: 0.8437... Generator Loss: 2.6247
Epoch 2/2... Discriminator Loss: 1.7999... Generator Loss: 0.4230
Epoch 2/2... Discriminator Loss: 0.8061... Generator Loss: 2.1677
Epoch 2/2... Discriminator Loss: 0.7211... Generator Loss: 2.1121
Epoch 2/2... Discriminator Loss: 1.0076... Generator Loss: 1.0287
Epoch 2/2... Discriminator Loss: 0.8137... Generator Loss: 1.2295
Epoch 2/2... Discriminator Loss: 0.6115... Generator Loss: 1.7293
Epoch 2/2... Discriminator Loss: 0.5897... Generator Loss: 1.9836
Epoch 2/2... Discriminator Loss: 1.0958... Generator Loss: 0.8664
Epoch 2/2... Discriminator Loss: 0.5010... Generator Loss: 2.2400
Epoch 2/2... Discriminator Loss: 0.7445... Generator Loss: 1.4864
Epoch 2/2... Discriminator Loss: 0.6073... Generator Loss: 1.8024
Epoch 2/2... Discriminator Loss: 0.5523... Generator Loss: 2.4901
Epoch 2/2... Discriminator Loss: 0.8506... Generator Loss: 1.1830
Epoch 2/2... Discriminator Loss: 0.6837... Generator Loss: 1.4927
Epoch 2/2... Discriminator Loss: 0.5967... Generator Loss: 1.9204
Epoch 2/2... Discriminator Loss: 0.7825... Generator Loss: 1.3379
Epoch 2/2... Discriminator Loss: 0.6486... Generator Loss: 1.7012
Epoch 2/2... Discriminator Loss: 0.5293... Generator Loss: 1.9301
Epoch 2/2... Discriminator Loss: 0.4562... Generator Loss: 2.4254
Epoch 2/2... Discriminator Loss: 1.4054... Generator Loss: 0.8427
Epoch 2/2... Discriminator Loss: 1.9203... Generator Loss: 4.1199
Epoch 2/2... Discriminator Loss: 1.1338... Generator Loss: 0.8587
Epoch 2/2... Discriminator Loss: 1.1651... Generator Loss: 1.4971
Epoch 2/2... Discriminator Loss: 1.5610... Generator Loss: 0.4659
Epoch 2/2... Discriminator Loss: 0.8478... Generator Loss: 1.8424
Epoch 2/2... Discriminator Loss: 0.8323... Generator Loss: 1.2399
Epoch 2/2... Discriminator Loss: 0.9010... Generator Loss: 1.1012
Epoch 2/2... Discriminator Loss: 0.8344... Generator Loss: 1.8480
Epoch 2/2... Discriminator Loss: 1.4944... Generator Loss: 0.4489
Epoch 2/2... Discriminator Loss: 1.6266... Generator Loss: 3.6522
Epoch 2/2... Discriminator Loss: 1.4727... Generator Loss: 0.5833
Epoch 2/2... Discriminator Loss: 1.0234... Generator Loss: 1.7749
Epoch 2/2... Discriminator Loss: 0.8882... Generator Loss: 1.1982
Epoch 2/2... Discriminator Loss: 0.8305... Generator Loss: 1.2299
Epoch 2/2... Discriminator Loss: 0.8564... Generator Loss: 1.2511
Epoch 2/2... Discriminator Loss: 0.9755... Generator Loss: 0.9031
Epoch 2/2... Discriminator Loss: 0.7854... Generator Loss: 1.3772
Epoch 2/2... Discriminator Loss: 1.3036... Generator Loss: 0.5901
Epoch 2/2... Discriminator Loss: 0.7189... Generator Loss: 1.6650
Epoch 2/2... Discriminator Loss: 0.8094... Generator Loss: 1.4707
Epoch 2/2... Discriminator Loss: 1.5076... Generator Loss: 0.7090
Epoch 2/2... Discriminator Loss: 0.7910... Generator Loss: 2.0400
Epoch 2/2... Discriminator Loss: 0.7560... Generator Loss: 1.3093
Epoch 2/2... Discriminator Loss: 0.7674... Generator Loss: 1.3353
Epoch 2/2... Discriminator Loss: 1.0296... Generator Loss: 2.4994
Epoch 2/2... Discriminator Loss: 0.9479... Generator Loss: 1.1047
Epoch 2/2... Discriminator Loss: 0.8140... Generator Loss: 2.6750
Epoch 2/2... Discriminator Loss: 1.3964... Generator Loss: 0.6423
Epoch 2/2... Discriminator Loss: 0.7852... Generator Loss: 1.9318
Epoch 2/2... Discriminator Loss: 0.9675... Generator Loss: 0.9604
Epoch 2/2... Discriminator Loss: 1.0002... Generator Loss: 1.0418
Epoch 2/2... Discriminator Loss: 0.6913... Generator Loss: 1.6487
Epoch 2/2... Discriminator Loss: 0.5587... Generator Loss: 2.1634
Epoch 2/2... Discriminator Loss: 1.3498... Generator Loss: 0.6316
Epoch 2/2... Discriminator Loss: 0.8638... Generator Loss: 2.8171
Epoch 2/2... Discriminator Loss: 0.6324... Generator Loss: 1.9061
Epoch 2/2... Discriminator Loss: 0.6275... Generator Loss: 1.7487
Epoch 2/2... Discriminator Loss: 1.2957... Generator Loss: 0.6826
Epoch 2/2... Discriminator Loss: 0.7230... Generator Loss: 1.5735
Epoch 2/2... Discriminator Loss: 0.5832... Generator Loss: 1.7048
Epoch 2/2... Discriminator Loss: 0.8051... Generator Loss: 1.2263
Epoch 2/2... Discriminator Loss: 0.7785... Generator Loss: 2.6059
Epoch 2/2... Discriminator Loss: 1.0615... Generator Loss: 1.0267
Epoch 2/2... Discriminator Loss: 0.7742... Generator Loss: 1.3202
Epoch 2/2... Discriminator Loss: 0.8554... Generator Loss: 1.3256
Epoch 2/2... Discriminator Loss: 1.0098... Generator Loss: 2.8776
Epoch 2/2... Discriminator Loss: 1.6220... Generator Loss: 0.5136
Epoch 2/2... Discriminator Loss: 0.6582... Generator Loss: 1.5964
Epoch 2/2... Discriminator Loss: 0.7828... Generator Loss: 1.2184
Epoch 2/2... Discriminator Loss: 0.8687... Generator Loss: 1.1079
Epoch 2/2... Discriminator Loss: 0.4900... Generator Loss: 2.3319
Epoch 2/2... Discriminator Loss: 1.4555... Generator Loss: 0.6222
Epoch 2/2... Discriminator Loss: 1.6196... Generator Loss: 3.7742
Epoch 2/2... Discriminator Loss: 1.1634... Generator Loss: 0.8557
Epoch 2/2... Discriminator Loss: 0.8680... Generator Loss: 1.2671
Epoch 2/2... Discriminator Loss: 0.6197... Generator Loss: 1.9280
Epoch 2/2... Discriminator Loss: 0.8387... Generator Loss: 1.3250
Epoch 2/2... Discriminator Loss: 0.5705... Generator Loss: 1.9920
Epoch 2/2... Discriminator Loss: 1.2259... Generator Loss: 0.7185
Epoch 2/2... Discriminator Loss: 0.7919... Generator Loss: 2.0831
Epoch 2/2... Discriminator Loss: 1.3131... Generator Loss: 0.6561
Epoch 2/2... Discriminator Loss: 0.8507... Generator Loss: 2.9311
Epoch 2/2... Discriminator Loss: 1.2329... Generator Loss: 0.6791
Epoch 2/2... Discriminator Loss: 1.2082... Generator Loss: 0.7302
Epoch 2/2... Discriminator Loss: 0.8182... Generator Loss: 2.5698
Epoch 2/2... Discriminator Loss: 0.5632... Generator Loss: 2.4055
Epoch 2/2... Discriminator Loss: 0.5775... Generator Loss: 1.9485
Epoch 2/2... Discriminator Loss: 0.5272... Generator Loss: 2.7467
Epoch 2/2... Discriminator Loss: 0.6038... Generator Loss: 2.0563
Epoch 2/2... Discriminator Loss: 0.6577... Generator Loss: 1.2556
Epoch 2/2... Discriminator Loss: 0.5612... Generator Loss: 2.1882
Epoch 2/2... Discriminator Loss: 0.5353... Generator Loss: 2.2642
Epoch 2/2... Discriminator Loss: 0.7309... Generator Loss: 1.2974
Epoch 2/2... Discriminator Loss: 0.5904... Generator Loss: 2.3709
Epoch 2/2... Discriminator Loss: 1.8697... Generator Loss: 0.5276
Epoch 2/2... Discriminator Loss: 2.1232... Generator Loss: 4.0485
Epoch 2/2... Discriminator Loss: 1.2140... Generator Loss: 0.7052
Epoch 2/2... Discriminator Loss: 0.7437... Generator Loss: 1.8660
Epoch 2/2... Discriminator Loss: 1.0103... Generator Loss: 2.8181
Epoch 2/2... Discriminator Loss: 0.8097... Generator Loss: 1.3082
Epoch 2/2... Discriminator Loss: 1.2813... Generator Loss: 0.7391
Epoch 2/2... Discriminator Loss: 0.8921... Generator Loss: 2.3747
Epoch 2/2... Discriminator Loss: 1.1726... Generator Loss: 0.9025
Epoch 2/2... Discriminator Loss: 0.8525... Generator Loss: 1.2454
Epoch 2/2... Discriminator Loss: 0.7430... Generator Loss: 1.5211
Epoch 2/2... Discriminator Loss: 1.1142... Generator Loss: 0.6902
Epoch 2/2... Discriminator Loss: 0.7209... Generator Loss: 1.7579
Epoch 2/2... Discriminator Loss: 0.9554... Generator Loss: 1.2505
Epoch 2/2... Discriminator Loss: 0.6224... Generator Loss: 2.4450
Epoch 2/2... Discriminator Loss: 0.7794... Generator Loss: 1.2398
Epoch 2/2... Discriminator Loss: 0.6700... Generator Loss: 2.2323
Epoch 2/2... Discriminator Loss: 0.8362... Generator Loss: 1.0616
Epoch 2/2... Discriminator Loss: 0.5890... Generator Loss: 1.7013
Epoch 2/2... Discriminator Loss: 0.6567... Generator Loss: 1.4604
Epoch 2/2... Discriminator Loss: 0.6743... Generator Loss: 2.0248
Epoch 2/2... Discriminator Loss: 0.4751... Generator Loss: 2.4334
Epoch 2/2... Discriminator Loss: 0.6338... Generator Loss: 1.7342
Epoch 2/2... Discriminator Loss: 1.5067... Generator Loss: 3.6669
Epoch 2/2... Discriminator Loss: 0.7548... Generator Loss: 2.5447
Epoch 2/2... Discriminator Loss: 2.0992... Generator Loss: 0.3527
Epoch 2/2... Discriminator Loss: 0.7596... Generator Loss: 2.3541
Epoch 2/2... Discriminator Loss: 0.7691... Generator Loss: 1.2763
Epoch 2/2... Discriminator Loss: 0.6077... Generator Loss: 1.7804
Epoch 2/2... Discriminator Loss: 0.5960... Generator Loss: 1.8832
Epoch 2/2... Discriminator Loss: 0.6112... Generator Loss: 1.7900
Epoch 2/2... Discriminator Loss: 0.4601... Generator Loss: 2.6904
Epoch 2/2... Discriminator Loss: 0.5212... Generator Loss: 2.1736
Epoch 2/2... Discriminator Loss: 0.6079... Generator Loss: 1.6556
Epoch 2/2... Discriminator Loss: 0.8049... Generator Loss: 1.1661
Epoch 2/2... Discriminator Loss: 0.6617... Generator Loss: 1.8261
Epoch 2/2... Discriminator Loss: 0.5861... Generator Loss: 2.9249
Epoch 2/2... Discriminator Loss: 1.3475... Generator Loss: 1.0778
Epoch 2/2... Discriminator Loss: 0.8703... Generator Loss: 3.0245
Epoch 2/2... Discriminator Loss: 0.8963... Generator Loss: 1.1315
Epoch 2/2... Discriminator Loss: 0.6641... Generator Loss: 2.3885
Epoch 2/2... Discriminator Loss: 0.7737... Generator Loss: 1.1440
Epoch 2/2... Discriminator Loss: 0.6386... Generator Loss: 2.6103
Epoch 2/2... Discriminator Loss: 0.5348... Generator Loss: 2.4671
Epoch 2/2... Discriminator Loss: 0.7181... Generator Loss: 1.4436
Epoch 2/2... Discriminator Loss: 0.5415... Generator Loss: 1.9965
Epoch 2/2... Discriminator Loss: 0.5601... Generator Loss: 1.8927
Epoch 2/2... Discriminator Loss: 0.5167... Generator Loss: 2.4431
Epoch 2/2... Discriminator Loss: 0.6128... Generator Loss: 1.5321
Epoch 2/2... Discriminator Loss: 0.7393... Generator Loss: 1.3307
Epoch 2/2... Discriminator Loss: 1.9661... Generator Loss: 5.4351
Epoch 2/2... Discriminator Loss: 2.0572... Generator Loss: 0.4061
---------------------------------------------------------------------------
IndexError                                Traceback (most recent call last)
<ipython-input-13-193d6fe295f4> in <module>()
     13 with tf.Graph().as_default():
     14     train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
---> 15           mnist_dataset.shape, mnist_dataset.image_mode)

/home/carnd/anaconda3/envs/dl/lib/python3.5/contextlib.py in __exit__(self, type, value, traceback)
     64         if type is None:
     65             try:
---> 66                 next(self.gen)
     67             except StopIteration:
     68                 return

/home/carnd/anaconda3/envs/dl/lib/python3.5/site-packages/tensorflow/python/framework/ops.py in get_controller(self, default)
   3682     finally:
   3683       if self._enforce_nesting:
-> 3684         if self.stack[-1] is not default:
   3685           raise AssertionError(
   3686               "Nesting violated for default stack of %s objects"

IndexError: list index out of range

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [ ]:
batch_size = 64 # 128
z_dim = 100
learning_rate = 0.001 # 0.0002
beta1 = 0.3 # 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 4.6740... Generator Loss: 5.8496
Epoch 1/1... Discriminator Loss: 0.8307... Generator Loss: 8.3509
Epoch 1/1... Discriminator Loss: 3.3199... Generator Loss: 0.7277
Epoch 1/1... Discriminator Loss: 2.2225... Generator Loss: 0.8230
Epoch 1/1... Discriminator Loss: 1.5322... Generator Loss: 1.0512
Epoch 1/1... Discriminator Loss: 1.9377... Generator Loss: 2.8577
Epoch 1/1... Discriminator Loss: 1.4906... Generator Loss: 0.6845
Epoch 1/1... Discriminator Loss: 1.1777... Generator Loss: 0.9821
Epoch 1/1... Discriminator Loss: 2.1675... Generator Loss: 0.2564
Epoch 1/1... Discriminator Loss: 1.2009... Generator Loss: 0.8784
Epoch 1/1... Discriminator Loss: 2.7272... Generator Loss: 3.2901
Epoch 1/1... Discriminator Loss: 1.1320... Generator Loss: 1.2926
Epoch 1/1... Discriminator Loss: 1.4705... Generator Loss: 0.8402
Epoch 1/1... Discriminator Loss: 2.1489... Generator Loss: 0.2354
Epoch 1/1... Discriminator Loss: 1.3454... Generator Loss: 0.6804
Epoch 1/1... Discriminator Loss: 1.3362... Generator Loss: 1.3334
Epoch 1/1... Discriminator Loss: 1.5930... Generator Loss: 0.5022
Epoch 1/1... Discriminator Loss: 1.5035... Generator Loss: 0.5232
Epoch 1/1... Discriminator Loss: 1.4078... Generator Loss: 1.7653
Epoch 1/1... Discriminator Loss: 1.4690... Generator Loss: 0.4546
Epoch 1/1... Discriminator Loss: 1.7633... Generator Loss: 2.3370
Epoch 1/1... Discriminator Loss: 1.1665... Generator Loss: 0.7808
Epoch 1/1... Discriminator Loss: 3.5847... Generator Loss: 4.1523
Epoch 1/1... Discriminator Loss: 1.1371... Generator Loss: 0.8659
Epoch 1/1... Discriminator Loss: 1.2578... Generator Loss: 0.7236
Epoch 1/1... Discriminator Loss: 1.2188... Generator Loss: 1.2649
Epoch 1/1... Discriminator Loss: 1.2899... Generator Loss: 0.8700
Epoch 1/1... Discriminator Loss: 1.5203... Generator Loss: 0.6584
Epoch 1/1... Discriminator Loss: 0.9790... Generator Loss: 0.9145
Epoch 1/1... Discriminator Loss: 2.2678... Generator Loss: 2.7537
Epoch 1/1... Discriminator Loss: 1.7178... Generator Loss: 1.8927
Epoch 1/1... Discriminator Loss: 1.1627... Generator Loss: 0.9804
Epoch 1/1... Discriminator Loss: 1.3199... Generator Loss: 0.6156
Epoch 1/1... Discriminator Loss: 1.5019... Generator Loss: 1.9105
Epoch 1/1... Discriminator Loss: 1.3976... Generator Loss: 0.6102
Epoch 1/1... Discriminator Loss: 1.2054... Generator Loss: 1.3395
Epoch 1/1... Discriminator Loss: 1.1634... Generator Loss: 0.8864
Epoch 1/1... Discriminator Loss: 1.2841... Generator Loss: 2.0591
Epoch 1/1... Discriminator Loss: 0.8824... Generator Loss: 1.0437
Epoch 1/1... Discriminator Loss: 4.0596... Generator Loss: 3.9643
Epoch 1/1... Discriminator Loss: 1.2671... Generator Loss: 0.7724
Epoch 1/1... Discriminator Loss: 1.5635... Generator Loss: 0.5925
Epoch 1/1... Discriminator Loss: 1.5564... Generator Loss: 0.8565
Epoch 1/1... Discriminator Loss: 1.3696... Generator Loss: 0.8632
Epoch 1/1... Discriminator Loss: 1.2786... Generator Loss: 0.8334
Epoch 1/1... Discriminator Loss: 1.4490... Generator Loss: 0.7020
Epoch 1/1... Discriminator Loss: 1.3568... Generator Loss: 0.7622
Epoch 1/1... Discriminator Loss: 1.3332... Generator Loss: 0.9532
Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 1.0563
Epoch 1/1... Discriminator Loss: 1.2437... Generator Loss: 0.6500
Epoch 1/1... Discriminator Loss: 1.6797... Generator Loss: 1.4665
Epoch 1/1... Discriminator Loss: 1.4051... Generator Loss: 0.8400
Epoch 1/1... Discriminator Loss: 1.4485... Generator Loss: 0.7745
Epoch 1/1... Discriminator Loss: 1.0049... Generator Loss: 1.2329
Epoch 1/1... Discriminator Loss: 1.1538... Generator Loss: 1.0721
Epoch 1/1... Discriminator Loss: 1.8401... Generator Loss: 0.2976
Epoch 1/1... Discriminator Loss: 1.2801... Generator Loss: 0.8781
Epoch 1/1... Discriminator Loss: 1.4854... Generator Loss: 0.6139
Epoch 1/1... Discriminator Loss: 1.2182... Generator Loss: 1.4490
Epoch 1/1... Discriminator Loss: 1.3096... Generator Loss: 1.0589
Epoch 1/1... Discriminator Loss: 1.1825... Generator Loss: 1.1460
Epoch 1/1... Discriminator Loss: 2.4696... Generator Loss: 0.1451
Epoch 1/1... Discriminator Loss: 1.4616... Generator Loss: 0.7631
Epoch 1/1... Discriminator Loss: 1.3777... Generator Loss: 0.7784
Epoch 1/1... Discriminator Loss: 1.5079... Generator Loss: 0.6502
Epoch 1/1... Discriminator Loss: 1.2617... Generator Loss: 0.8483
Epoch 1/1... Discriminator Loss: 1.2421... Generator Loss: 0.9200
Epoch 1/1... Discriminator Loss: 1.5859... Generator Loss: 0.9466
Epoch 1/1... Discriminator Loss: 1.4353... Generator Loss: 0.6446
Epoch 1/1... Discriminator Loss: 1.5179... Generator Loss: 0.6805
Epoch 1/1... Discriminator Loss: 1.3993... Generator Loss: 0.7793
Epoch 1/1... Discriminator Loss: 1.3645... Generator Loss: 0.7350
Epoch 1/1... Discriminator Loss: 1.3363... Generator Loss: 0.7739
Epoch 1/1... Discriminator Loss: 1.2198... Generator Loss: 0.8870
Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 1.1484
Epoch 1/1... Discriminator Loss: 1.0422... Generator Loss: 1.3687
Epoch 1/1... Discriminator Loss: 0.8435... Generator Loss: 1.4162
Epoch 1/1... Discriminator Loss: 1.1539... Generator Loss: 0.9000
Epoch 1/1... Discriminator Loss: 2.6297... Generator Loss: 1.9472
Epoch 1/1... Discriminator Loss: 1.6592... Generator Loss: 1.2297
Epoch 1/1... Discriminator Loss: 1.3183... Generator Loss: 0.7634
Epoch 1/1... Discriminator Loss: 1.3825... Generator Loss: 0.7891
Epoch 1/1... Discriminator Loss: 1.4157... Generator Loss: 0.7717
Epoch 1/1... Discriminator Loss: 1.3132... Generator Loss: 0.6850
Epoch 1/1... Discriminator Loss: 1.3503... Generator Loss: 0.8641
Epoch 1/1... Discriminator Loss: 1.3515... Generator Loss: 0.8493
Epoch 1/1... Discriminator Loss: 1.4039... Generator Loss: 0.9673
Epoch 1/1... Discriminator Loss: 1.3448... Generator Loss: 0.9867
Epoch 1/1... Discriminator Loss: 1.2106... Generator Loss: 0.7991
Epoch 1/1... Discriminator Loss: 1.6726... Generator Loss: 0.6104
Epoch 1/1... Discriminator Loss: 1.1909... Generator Loss: 0.9031
Epoch 1/1... Discriminator Loss: 1.2636... Generator Loss: 0.7323
Epoch 1/1... Discriminator Loss: 1.2103... Generator Loss: 0.9134
Epoch 1/1... Discriminator Loss: 1.2430... Generator Loss: 0.5870
Epoch 1/1... Discriminator Loss: 1.7287... Generator Loss: 1.1580
Epoch 1/1... Discriminator Loss: 1.4064... Generator Loss: 0.7245
Epoch 1/1... Discriminator Loss: 1.2856... Generator Loss: 0.9166
Epoch 1/1... Discriminator Loss: 1.3969... Generator Loss: 0.7969
Epoch 1/1... Discriminator Loss: 1.3594... Generator Loss: 1.4257
Epoch 1/1... Discriminator Loss: 1.2993... Generator Loss: 0.6778
Epoch 1/1... Discriminator Loss: 1.4738... Generator Loss: 1.1119
Epoch 1/1... Discriminator Loss: 1.3508... Generator Loss: 0.7125
Epoch 1/1... Discriminator Loss: 1.3017... Generator Loss: 1.4306
Epoch 1/1... Discriminator Loss: 1.2826... Generator Loss: 0.8568
Epoch 1/1... Discriminator Loss: 1.7881... Generator Loss: 1.3129
Epoch 1/1... Discriminator Loss: 1.4375... Generator Loss: 1.0711
Epoch 1/1... Discriminator Loss: 1.2564... Generator Loss: 0.8373
Epoch 1/1... Discriminator Loss: 1.0859... Generator Loss: 0.8832
Epoch 1/1... Discriminator Loss: 1.3277... Generator Loss: 1.2385
Epoch 1/1... Discriminator Loss: 1.4950... Generator Loss: 0.6172
Epoch 1/1... Discriminator Loss: 1.6042... Generator Loss: 0.9064
Epoch 1/1... Discriminator Loss: 1.3733... Generator Loss: 0.7662
Epoch 1/1... Discriminator Loss: 1.3352... Generator Loss: 0.7182
Epoch 1/1... Discriminator Loss: 1.2890... Generator Loss: 0.7258
Epoch 1/1... Discriminator Loss: 1.5062... Generator Loss: 0.7358
Epoch 1/1... Discriminator Loss: 1.5123... Generator Loss: 0.8203
Epoch 1/1... Discriminator Loss: 1.3434... Generator Loss: 0.8118
Epoch 1/1... Discriminator Loss: 1.3013... Generator Loss: 0.9102
Epoch 1/1... Discriminator Loss: 1.3391... Generator Loss: 0.8312
Epoch 1/1... Discriminator Loss: 1.4114... Generator Loss: 1.3765
Epoch 1/1... Discriminator Loss: 1.4438... Generator Loss: 0.6976
Epoch 1/1... Discriminator Loss: 1.3067... Generator Loss: 0.8324
Epoch 1/1... Discriminator Loss: 1.3964... Generator Loss: 1.3541
Epoch 1/1... Discriminator Loss: 1.2445... Generator Loss: 0.8847
Epoch 1/1... Discriminator Loss: 1.8473... Generator Loss: 0.3344
Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.6541
Epoch 1/1... Discriminator Loss: 1.0801... Generator Loss: 0.9762
Epoch 1/1... Discriminator Loss: 1.6796... Generator Loss: 0.6459
Epoch 1/1... Discriminator Loss: 1.3772... Generator Loss: 0.8417
Epoch 1/1... Discriminator Loss: 1.3325... Generator Loss: 0.8254
Epoch 1/1... Discriminator Loss: 1.2674... Generator Loss: 0.8095
Epoch 1/1... Discriminator Loss: 1.5437... Generator Loss: 1.1881
Epoch 1/1... Discriminator Loss: 1.3118... Generator Loss: 1.0381
Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 0.7104
Epoch 1/1... Discriminator Loss: 1.3479... Generator Loss: 0.8055
Epoch 1/1... Discriminator Loss: 1.3415... Generator Loss: 1.1264
Epoch 1/1... Discriminator Loss: 1.3550... Generator Loss: 1.0087
Epoch 1/1... Discriminator Loss: 1.1035... Generator Loss: 1.0841
Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.5356
Epoch 1/1... Discriminator Loss: 1.3869... Generator Loss: 0.8145
Epoch 1/1... Discriminator Loss: 1.3361... Generator Loss: 0.8555
Epoch 1/1... Discriminator Loss: 1.3695... Generator Loss: 0.8485
Epoch 1/1... Discriminator Loss: 1.2012... Generator Loss: 1.0092
Epoch 1/1... Discriminator Loss: 1.2840... Generator Loss: 0.9413
Epoch 1/1... Discriminator Loss: 1.5384... Generator Loss: 0.4789
Epoch 1/1... Discriminator Loss: 1.6423... Generator Loss: 1.4163
Epoch 1/1... Discriminator Loss: 1.3425... Generator Loss: 0.9838
Epoch 1/1... Discriminator Loss: 1.4002... Generator Loss: 1.0565
Epoch 1/1... Discriminator Loss: 1.3573... Generator Loss: 0.8759
Epoch 1/1... Discriminator Loss: 1.3645... Generator Loss: 0.7170
Epoch 1/1... Discriminator Loss: 1.3718... Generator Loss: 1.0734
Epoch 1/1... Discriminator Loss: 1.2608... Generator Loss: 0.7178
Epoch 1/1... Discriminator Loss: 1.1572... Generator Loss: 0.9844
Epoch 1/1... Discriminator Loss: 1.3756... Generator Loss: 0.5135
Epoch 1/1... Discriminator Loss: 1.2064... Generator Loss: 0.8680
Epoch 1/1... Discriminator Loss: 1.2353... Generator Loss: 1.0820
Epoch 1/1... Discriminator Loss: 2.0587... Generator Loss: 1.7325
Epoch 1/1... Discriminator Loss: 1.3423... Generator Loss: 0.8253
Epoch 1/1... Discriminator Loss: 1.4620... Generator Loss: 0.8910
Epoch 1/1... Discriminator Loss: 1.4055... Generator Loss: 1.0284
Epoch 1/1... Discriminator Loss: 1.4272... Generator Loss: 1.1177
Epoch 1/1... Discriminator Loss: 1.3752... Generator Loss: 0.9887
Epoch 1/1... Discriminator Loss: 1.2360... Generator Loss: 0.7227
Epoch 1/1... Discriminator Loss: 1.1819... Generator Loss: 1.1871
Epoch 1/1... Discriminator Loss: 1.3492... Generator Loss: 0.6086
Epoch 1/1... Discriminator Loss: 1.5561... Generator Loss: 0.3982
Epoch 1/1... Discriminator Loss: 1.3057... Generator Loss: 0.8704
Epoch 1/1... Discriminator Loss: 1.4003... Generator Loss: 1.0997
Epoch 1/1... Discriminator Loss: 1.3904... Generator Loss: 1.0129
Epoch 1/1... Discriminator Loss: 1.3081... Generator Loss: 0.8651
Epoch 1/1... Discriminator Loss: 1.2978... Generator Loss: 0.7547
Epoch 1/1... Discriminator Loss: 1.5267... Generator Loss: 0.4816
Epoch 1/1... Discriminator Loss: 1.1819... Generator Loss: 0.7922
Epoch 1/1... Discriminator Loss: 1.2379... Generator Loss: 1.1405
Epoch 1/1... Discriminator Loss: 1.5771... Generator Loss: 0.4528
Epoch 1/1... Discriminator Loss: 1.4130... Generator Loss: 0.7314
Epoch 1/1... Discriminator Loss: 1.3401... Generator Loss: 0.6183
Epoch 1/1... Discriminator Loss: 1.1183... Generator Loss: 1.0968
Epoch 1/1... Discriminator Loss: 1.4163... Generator Loss: 0.5050
Epoch 1/1... Discriminator Loss: 1.1868... Generator Loss: 0.7393
Epoch 1/1... Discriminator Loss: 1.7233... Generator Loss: 0.6568
Epoch 1/1... Discriminator Loss: 1.3802... Generator Loss: 1.3751
Epoch 1/1... Discriminator Loss: 1.2881... Generator Loss: 0.9044
Epoch 1/1... Discriminator Loss: 1.3549... Generator Loss: 0.5976
Epoch 1/1... Discriminator Loss: 1.1879... Generator Loss: 1.2548
Epoch 1/1... Discriminator Loss: 1.2260... Generator Loss: 0.7636
Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 1.3418
Epoch 1/1... Discriminator Loss: 1.5838... Generator Loss: 0.3781
Epoch 1/1... Discriminator Loss: 1.4463... Generator Loss: 1.0114
Epoch 1/1... Discriminator Loss: 1.1977... Generator Loss: 0.8417
Epoch 1/1... Discriminator Loss: 1.2016... Generator Loss: 0.8548
Epoch 1/1... Discriminator Loss: 2.1249... Generator Loss: 1.8411
Epoch 1/1... Discriminator Loss: 1.2402... Generator Loss: 0.8373
Epoch 1/1... Discriminator Loss: 2.1845... Generator Loss: 0.2469
Epoch 1/1... Discriminator Loss: 1.5697... Generator Loss: 0.6592
Epoch 1/1... Discriminator Loss: 1.3502... Generator Loss: 0.8089
Epoch 1/1... Discriminator Loss: 1.5355... Generator Loss: 0.8090
Epoch 1/1... Discriminator Loss: 1.4173... Generator Loss: 0.7069
Epoch 1/1... Discriminator Loss: 1.3213... Generator Loss: 0.8378
Epoch 1/1... Discriminator Loss: 1.3249... Generator Loss: 0.8214
Epoch 1/1... Discriminator Loss: 1.2847... Generator Loss: 1.1933
Epoch 1/1... Discriminator Loss: 1.2635... Generator Loss: 0.9486
Epoch 1/1... Discriminator Loss: 1.3369... Generator Loss: 0.7359
Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 0.7234
Epoch 1/1... Discriminator Loss: 1.6153... Generator Loss: 1.8710
Epoch 1/1... Discriminator Loss: 1.3379... Generator Loss: 0.9815
Epoch 1/1... Discriminator Loss: 1.3171... Generator Loss: 0.9566
Epoch 1/1... Discriminator Loss: 1.2422... Generator Loss: 0.7740
Epoch 1/1... Discriminator Loss: 1.1801... Generator Loss: 1.2051
Epoch 1/1... Discriminator Loss: 1.8620... Generator Loss: 0.2809
Epoch 1/1... Discriminator Loss: 1.3578... Generator Loss: 0.6483
Epoch 1/1... Discriminator Loss: 1.4266... Generator Loss: 0.6323
Epoch 1/1... Discriminator Loss: 1.3364... Generator Loss: 0.7844
Epoch 1/1... Discriminator Loss: 1.3769... Generator Loss: 0.6973
Epoch 1/1... Discriminator Loss: 1.2629... Generator Loss: 0.9409
Epoch 1/1... Discriminator Loss: 1.4529... Generator Loss: 0.4726
Epoch 1/1... Discriminator Loss: 1.3283... Generator Loss: 0.8722
Epoch 1/1... Discriminator Loss: 1.3293... Generator Loss: 0.9908
Epoch 1/1... Discriminator Loss: 1.1142... Generator Loss: 0.9781
Epoch 1/1... Discriminator Loss: 1.3199... Generator Loss: 0.6696
Epoch 1/1... Discriminator Loss: 2.3449... Generator Loss: 1.8131
Epoch 1/1... Discriminator Loss: 1.4248... Generator Loss: 0.8913
Epoch 1/1... Discriminator Loss: 1.9440... Generator Loss: 0.3202
Epoch 1/1... Discriminator Loss: 1.2049... Generator Loss: 0.6774
Epoch 1/1... Discriminator Loss: 1.2430... Generator Loss: 0.9101
Epoch 1/1... Discriminator Loss: 1.2697... Generator Loss: 0.8272
Epoch 1/1... Discriminator Loss: 1.1658... Generator Loss: 1.4727
Epoch 1/1... Discriminator Loss: 2.1207... Generator Loss: 1.9399
Epoch 1/1... Discriminator Loss: 1.3482... Generator Loss: 0.8512
Epoch 1/1... Discriminator Loss: 1.5580... Generator Loss: 0.9140
Epoch 1/1... Discriminator Loss: 1.2327... Generator Loss: 0.8108
Epoch 1/1... Discriminator Loss: 1.3516... Generator Loss: 1.0262
Epoch 1/1... Discriminator Loss: 1.2701... Generator Loss: 0.8568
Epoch 1/1... Discriminator Loss: 1.3667... Generator Loss: 0.5937
Epoch 1/1... Discriminator Loss: 1.4092... Generator Loss: 0.6787
Epoch 1/1... Discriminator Loss: 1.4469... Generator Loss: 0.7770
Epoch 1/1... Discriminator Loss: 1.1725... Generator Loss: 0.7110
Epoch 1/1... Discriminator Loss: 1.3623... Generator Loss: 0.4761
Epoch 1/1... Discriminator Loss: 1.3993... Generator Loss: 1.4988
Epoch 1/1... Discriminator Loss: 1.2263... Generator Loss: 1.3977
Epoch 1/1... Discriminator Loss: 1.4005... Generator Loss: 0.5606
Epoch 1/1... Discriminator Loss: 1.2096... Generator Loss: 0.9530
Epoch 1/1... Discriminator Loss: 1.3756... Generator Loss: 0.5515
Epoch 1/1... Discriminator Loss: 1.2763... Generator Loss: 0.6061
Epoch 1/1... Discriminator Loss: 1.7523... Generator Loss: 2.0439
Epoch 1/1... Discriminator Loss: 1.3869... Generator Loss: 0.6858
Epoch 1/1... Discriminator Loss: 1.1567... Generator Loss: 1.1051
Epoch 1/1... Discriminator Loss: 1.4019... Generator Loss: 0.4662
Epoch 1/1... Discriminator Loss: 1.5465... Generator Loss: 0.3882
Epoch 1/1... Discriminator Loss: 1.0723... Generator Loss: 0.7197
Epoch 1/1... Discriminator Loss: 0.9423... Generator Loss: 1.3732
Epoch 1/1... Discriminator Loss: 0.8402... Generator Loss: 1.2778
Epoch 1/1... Discriminator Loss: 0.8977... Generator Loss: 0.9105
Epoch 1/1... Discriminator Loss: 3.1463... Generator Loss: 3.0835
Epoch 1/1... Discriminator Loss: 1.3402... Generator Loss: 0.8812
Epoch 1/1... Discriminator Loss: 1.4163... Generator Loss: 0.7451
Epoch 1/1... Discriminator Loss: 1.4173... Generator Loss: 0.8244
Epoch 1/1... Discriminator Loss: 1.3428... Generator Loss: 0.5777
Epoch 1/1... Discriminator Loss: 1.4665... Generator Loss: 0.4948
Epoch 1/1... Discriminator Loss: 1.4847... Generator Loss: 1.0536
Epoch 1/1... Discriminator Loss: 1.3345... Generator Loss: 0.9988
Epoch 1/1... Discriminator Loss: 1.2810... Generator Loss: 0.8334
Epoch 1/1... Discriminator Loss: 1.2279... Generator Loss: 0.8833
Epoch 1/1... Discriminator Loss: 1.2013... Generator Loss: 0.7699
Epoch 1/1... Discriminator Loss: 1.6986... Generator Loss: 0.3515
Epoch 1/1... Discriminator Loss: 1.0804... Generator Loss: 0.8188
Epoch 1/1... Discriminator Loss: 1.2984... Generator Loss: 0.6652
Epoch 1/1... Discriminator Loss: 1.5238... Generator Loss: 0.5686
Epoch 1/1... Discriminator Loss: 1.2854... Generator Loss: 0.6516
Epoch 1/1... Discriminator Loss: 0.8583... Generator Loss: 1.2206
Epoch 1/1... Discriminator Loss: 0.7829... Generator Loss: 1.1653
Epoch 1/1... Discriminator Loss: 0.8076... Generator Loss: 1.4173
Epoch 1/1... Discriminator Loss: 0.7120... Generator Loss: 2.1993
Epoch 1/1... Discriminator Loss: 0.6619... Generator Loss: 1.4318
Epoch 1/1... Discriminator Loss: 0.6060... Generator Loss: 1.7095
Epoch 1/1... Discriminator Loss: 0.5717... Generator Loss: 2.6999
Epoch 1/1... Discriminator Loss: 1.6690... Generator Loss: 0.4561
Epoch 1/1... Discriminator Loss: 1.4851... Generator Loss: 0.4664
Epoch 1/1... Discriminator Loss: 1.1935... Generator Loss: 1.0983
Epoch 1/1... Discriminator Loss: 1.4090... Generator Loss: 0.7097
Epoch 1/1... Discriminator Loss: 1.1010... Generator Loss: 1.0622
Epoch 1/1... Discriminator Loss: 1.5856... Generator Loss: 1.9088
Epoch 1/1... Discriminator Loss: 1.4082... Generator Loss: 0.5764
Epoch 1/1... Discriminator Loss: 1.2948... Generator Loss: 1.2878
Epoch 1/1... Discriminator Loss: 1.1412... Generator Loss: 0.8156
Epoch 1/1... Discriminator Loss: 1.1300... Generator Loss: 2.0793
Epoch 1/1... Discriminator Loss: 1.2842... Generator Loss: 0.5720
Epoch 1/1... Discriminator Loss: 1.0840... Generator Loss: 0.7517
Epoch 1/1... Discriminator Loss: 1.0382... Generator Loss: 0.7677
Epoch 1/1... Discriminator Loss: 0.7051... Generator Loss: 1.4997
Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.8192
Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 0.9165
Epoch 1/1... Discriminator Loss: 2.0539... Generator Loss: 2.5995
Epoch 1/1... Discriminator Loss: 1.0911... Generator Loss: 1.2557
Epoch 1/1... Discriminator Loss: 1.5195... Generator Loss: 0.4099
Epoch 1/1... Discriminator Loss: 1.4830... Generator Loss: 1.6418
Epoch 1/1... Discriminator Loss: 0.9906... Generator Loss: 1.2538
Epoch 1/1... Discriminator Loss: 0.8533... Generator Loss: 1.5181
Epoch 1/1... Discriminator Loss: 0.8946... Generator Loss: 2.1494
Epoch 1/1... Discriminator Loss: 0.4726... Generator Loss: 2.7044
Epoch 1/1... Discriminator Loss: 0.7754... Generator Loss: 1.2114
Epoch 1/1... Discriminator Loss: 1.0436... Generator Loss: 1.0091
Epoch 1/1... Discriminator Loss: 0.9585... Generator Loss: 0.9397
Epoch 1/1... Discriminator Loss: 1.2177... Generator Loss: 0.9015
Epoch 1/1... Discriminator Loss: 0.7155... Generator Loss: 1.3373
Epoch 1/1... Discriminator Loss: 1.0030... Generator Loss: 0.8962
Epoch 1/1... Discriminator Loss: 1.2920... Generator Loss: 2.9405
Epoch 1/1... Discriminator Loss: 0.6548... Generator Loss: 1.4572
Epoch 1/1... Discriminator Loss: 0.6941... Generator Loss: 1.3459
Epoch 1/1... Discriminator Loss: 0.7202... Generator Loss: 3.2392
Epoch 1/1... Discriminator Loss: 0.3968... Generator Loss: 3.0257
Epoch 1/1... Discriminator Loss: 0.4765... Generator Loss: 3.4889
Epoch 1/1... Discriminator Loss: 1.9278... Generator Loss: 3.2253
Epoch 1/1... Discriminator Loss: 1.1125... Generator Loss: 0.7724
Epoch 1/1... Discriminator Loss: 0.8965... Generator Loss: 1.0256
Epoch 1/1... Discriminator Loss: 1.4653... Generator Loss: 0.4819
Epoch 1/1... Discriminator Loss: 0.9576... Generator Loss: 0.9779
Epoch 1/1... Discriminator Loss: 0.8360... Generator Loss: 1.6562
Epoch 1/1... Discriminator Loss: 0.8607... Generator Loss: 0.9677
Epoch 1/1... Discriminator Loss: 0.9340... Generator Loss: 0.9206
Epoch 1/1... Discriminator Loss: 0.9410... Generator Loss: 1.0079
Epoch 1/1... Discriminator Loss: 0.8112... Generator Loss: 1.1606
Epoch 1/1... Discriminator Loss: 4.7027... Generator Loss: 4.8147
Epoch 1/1... Discriminator Loss: 1.2234... Generator Loss: 0.9930
Epoch 1/1... Discriminator Loss: 1.3748... Generator Loss: 1.0766
Epoch 1/1... Discriminator Loss: 1.2064... Generator Loss: 0.6649
Epoch 1/1... Discriminator Loss: 1.4369... Generator Loss: 0.7719
Epoch 1/1... Discriminator Loss: 1.1988... Generator Loss: 1.0111
Epoch 1/1... Discriminator Loss: 1.1804... Generator Loss: 1.2514
Epoch 1/1... Discriminator Loss: 1.4274... Generator Loss: 0.9581
Epoch 1/1... Discriminator Loss: 1.3162... Generator Loss: 0.5572
Epoch 1/1... Discriminator Loss: 1.2425... Generator Loss: 0.9631
Epoch 1/1... Discriminator Loss: 1.1503... Generator Loss: 1.0841
Epoch 1/1... Discriminator Loss: 2.0838... Generator Loss: 2.3712
Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 0.9963
Epoch 1/1... Discriminator Loss: 1.1686... Generator Loss: 1.3480
Epoch 1/1... Discriminator Loss: 1.4013... Generator Loss: 0.5255
Epoch 1/1... Discriminator Loss: 1.2005... Generator Loss: 1.1009
Epoch 1/1... Discriminator Loss: 1.1512... Generator Loss: 0.7992
Epoch 1/1... Discriminator Loss: 0.9085... Generator Loss: 1.0193
Epoch 1/1... Discriminator Loss: 1.0323... Generator Loss: 0.8381
Epoch 1/1... Discriminator Loss: 1.0756... Generator Loss: 0.8659
Epoch 1/1... Discriminator Loss: 2.4164... Generator Loss: 0.1521
Epoch 1/1... Discriminator Loss: 1.4668... Generator Loss: 0.5990
Epoch 1/1... Discriminator Loss: 1.2641... Generator Loss: 1.0016
Epoch 1/1... Discriminator Loss: 1.3370... Generator Loss: 0.8364
Epoch 1/1... Discriminator Loss: 1.2240... Generator Loss: 0.8638
Epoch 1/1... Discriminator Loss: 1.2506... Generator Loss: 0.9340
Epoch 1/1... Discriminator Loss: 1.1889... Generator Loss: 0.8255
Epoch 1/1... Discriminator Loss: 1.2121... Generator Loss: 0.8352
Epoch 1/1... Discriminator Loss: 1.1857... Generator Loss: 0.7458
Epoch 1/1... Discriminator Loss: 1.1256... Generator Loss: 0.8989
Epoch 1/1... Discriminator Loss: 1.1996... Generator Loss: 1.1803
Epoch 1/1... Discriminator Loss: 1.1465... Generator Loss: 0.7947
Epoch 1/1... Discriminator Loss: 1.6196... Generator Loss: 1.9130
Epoch 1/1... Discriminator Loss: 1.1505... Generator Loss: 1.0004
Epoch 1/1... Discriminator Loss: 1.1980... Generator Loss: 1.0253
Epoch 1/1... Discriminator Loss: 1.1750... Generator Loss: 0.8924
Epoch 1/1... Discriminator Loss: 1.3345... Generator Loss: 0.7479
Epoch 1/1... Discriminator Loss: 1.2429... Generator Loss: 1.1787
Epoch 1/1... Discriminator Loss: 1.2386... Generator Loss: 0.8372
Epoch 1/1... Discriminator Loss: 1.2222... Generator Loss: 0.7001
Epoch 1/1... Discriminator Loss: 1.3041... Generator Loss: 1.4688
Epoch 1/1... Discriminator Loss: 1.5331... Generator Loss: 0.4631
Epoch 1/1... Discriminator Loss: 1.3526... Generator Loss: 0.6875
Epoch 1/1... Discriminator Loss: 1.3387... Generator Loss: 0.7855
Epoch 1/1... Discriminator Loss: 1.2779... Generator Loss: 0.9437
Epoch 1/1... Discriminator Loss: 1.2688... Generator Loss: 0.7916
Epoch 1/1... Discriminator Loss: 1.2115... Generator Loss: 0.7772
Epoch 1/1... Discriminator Loss: 1.4643... Generator Loss: 0.4461
Epoch 1/1... Discriminator Loss: 1.1926... Generator Loss: 1.1710
Epoch 1/1... Discriminator Loss: 1.2812... Generator Loss: 0.8673
Epoch 1/1... Discriminator Loss: 1.0778... Generator Loss: 1.4420
Epoch 1/1... Discriminator Loss: 1.3284... Generator Loss: 1.4042
Epoch 1/1... Discriminator Loss: 1.1593... Generator Loss: 0.9661
Epoch 1/1... Discriminator Loss: 1.4883... Generator Loss: 0.4539
Epoch 1/1... Discriminator Loss: 1.0958... Generator Loss: 1.0757
Epoch 1/1... Discriminator Loss: 1.1689... Generator Loss: 0.8320
Epoch 1/1... Discriminator Loss: 1.1780... Generator Loss: 1.7568
Epoch 1/1... Discriminator Loss: 1.0918... Generator Loss: 1.2657
Epoch 1/1... Discriminator Loss: 1.1747... Generator Loss: 1.0584
Epoch 1/1... Discriminator Loss: 1.2778... Generator Loss: 0.7914
Epoch 1/1... Discriminator Loss: 1.3578... Generator Loss: 0.5876
Epoch 1/1... Discriminator Loss: 1.1666... Generator Loss: 1.2922
Epoch 1/1... Discriminator Loss: 1.0872... Generator Loss: 0.8420
Epoch 1/1... Discriminator Loss: 1.2822... Generator Loss: 0.7657
Epoch 1/1... Discriminator Loss: 1.1319... Generator Loss: 1.4082
Epoch 1/1... Discriminator Loss: 1.2358... Generator Loss: 0.8018
Epoch 1/1... Discriminator Loss: 1.1808... Generator Loss: 1.1578
Epoch 1/1... Discriminator Loss: 1.1373... Generator Loss: 0.9116
Epoch 1/1... Discriminator Loss: 1.3503... Generator Loss: 0.6279
Epoch 1/1... Discriminator Loss: 1.3346... Generator Loss: 1.2191
Epoch 1/1... Discriminator Loss: 1.2634... Generator Loss: 1.3600
Epoch 1/1... Discriminator Loss: 1.2129... Generator Loss: 1.0215
Epoch 1/1... Discriminator Loss: 1.3678... Generator Loss: 1.5213
Epoch 1/1... Discriminator Loss: 1.0797... Generator Loss: 0.9737
Epoch 1/1... Discriminator Loss: 1.4255... Generator Loss: 1.7529
Epoch 1/1... Discriminator Loss: 1.2586... Generator Loss: 1.0228
Epoch 1/1... Discriminator Loss: 1.1005... Generator Loss: 0.9489
Epoch 1/1... Discriminator Loss: 1.1676... Generator Loss: 0.8023
Epoch 1/1... Discriminator Loss: 1.1027... Generator Loss: 0.8502
Epoch 1/1... Discriminator Loss: 0.9146... Generator Loss: 1.0570
Epoch 1/1... Discriminator Loss: 1.1812... Generator Loss: 0.7651
Epoch 1/1... Discriminator Loss: 1.6147... Generator Loss: 0.3752
Epoch 1/1... Discriminator Loss: 1.0040... Generator Loss: 0.9710
Epoch 1/1... Discriminator Loss: 0.9645... Generator Loss: 1.1032
Epoch 1/1... Discriminator Loss: 1.2340... Generator Loss: 0.6295
Epoch 1/1... Discriminator Loss: 1.4466... Generator Loss: 2.3666
Epoch 1/1... Discriminator Loss: 1.3613... Generator Loss: 0.5443
Epoch 1/1... Discriminator Loss: 1.0987... Generator Loss: 1.6995
Epoch 1/1... Discriminator Loss: 0.8932... Generator Loss: 1.0209
Epoch 1/1... Discriminator Loss: 0.9265... Generator Loss: 2.0392
Epoch 1/1... Discriminator Loss: 0.5543... Generator Loss: 1.8269
Epoch 1/1... Discriminator Loss: 0.8775... Generator Loss: 0.9695
Epoch 1/1... Discriminator Loss: 0.8999... Generator Loss: 1.0852
Epoch 1/1... Discriminator Loss: 3.2138... Generator Loss: 3.5538
Epoch 1/1... Discriminator Loss: 1.3507... Generator Loss: 0.6440
Epoch 1/1... Discriminator Loss: 1.4329... Generator Loss: 0.8378
Epoch 1/1... Discriminator Loss: 1.3472... Generator Loss: 0.7890
Epoch 1/1... Discriminator Loss: 1.4344... Generator Loss: 0.8321
Epoch 1/1... Discriminator Loss: 1.2865... Generator Loss: 0.8391
Epoch 1/1... Discriminator Loss: 1.3506... Generator Loss: 0.8309
Epoch 1/1... Discriminator Loss: 1.2719... Generator Loss: 0.8136
Epoch 1/1... Discriminator Loss: 1.3873... Generator Loss: 0.8910
Epoch 1/1... Discriminator Loss: 1.4987... Generator Loss: 0.9870
Epoch 1/1... Discriminator Loss: 1.3489... Generator Loss: 1.1602
Epoch 1/1... Discriminator Loss: 1.3229... Generator Loss: 0.9303
Epoch 1/1... Discriminator Loss: 1.3554... Generator Loss: 1.3303
Epoch 1/1... Discriminator Loss: 1.2331... Generator Loss: 0.9196
Epoch 1/1... Discriminator Loss: 1.4514... Generator Loss: 0.5256
Epoch 1/1... Discriminator Loss: 1.3055... Generator Loss: 0.9200
Epoch 1/1... Discriminator Loss: 1.2531... Generator Loss: 0.6061
Epoch 1/1... Discriminator Loss: 1.2628... Generator Loss: 1.1287
Epoch 1/1... Discriminator Loss: 1.1979... Generator Loss: 0.9593
Epoch 1/1... Discriminator Loss: 1.2252... Generator Loss: 0.9096
Epoch 1/1... Discriminator Loss: 1.2252... Generator Loss: 0.8200
Epoch 1/1... Discriminator Loss: 1.2208... Generator Loss: 0.7327
Epoch 1/1... Discriminator Loss: 1.0871... Generator Loss: 1.2209
Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.6901
Epoch 1/1... Discriminator Loss: 1.3155... Generator Loss: 0.6029
Epoch 1/1... Discriminator Loss: 1.3456... Generator Loss: 1.3838
Epoch 1/1... Discriminator Loss: 1.1569... Generator Loss: 1.8095
Epoch 1/1... Discriminator Loss: 1.2492... Generator Loss: 0.8391
Epoch 1/1... Discriminator Loss: 1.4688... Generator Loss: 0.4485
Epoch 1/1... Discriminator Loss: 1.1145... Generator Loss: 0.9858
Epoch 1/1... Discriminator Loss: 0.9843... Generator Loss: 1.7828
Epoch 1/1... Discriminator Loss: 0.9227... Generator Loss: 0.8744
Epoch 1/1... Discriminator Loss: 1.2018... Generator Loss: 2.0055
Epoch 1/1... Discriminator Loss: 1.1611... Generator Loss: 0.7103
Epoch 1/1... Discriminator Loss: 1.0468... Generator Loss: 1.4390
Epoch 1/1... Discriminator Loss: 0.7696... Generator Loss: 1.8266
Epoch 1/1... Discriminator Loss: 0.6811... Generator Loss: 1.5307
Epoch 1/1... Discriminator Loss: 0.5112... Generator Loss: 2.0398
Epoch 1/1... Discriminator Loss: 0.4558... Generator Loss: 3.1008
Epoch 1/1... Discriminator Loss: 0.4716... Generator Loss: 2.5524
Epoch 1/1... Discriminator Loss: 1.5442... Generator Loss: 0.4692
Epoch 1/1... Discriminator Loss: 0.6436... Generator Loss: 1.5449
Epoch 1/1... Discriminator Loss: 0.8446... Generator Loss: 1.1664
Epoch 1/1... Discriminator Loss: 0.5052... Generator Loss: 2.1521
Epoch 1/1... Discriminator Loss: 0.4389... Generator Loss: 2.9378
Epoch 1/1... Discriminator Loss: 0.4451... Generator Loss: 2.6464
Epoch 1/1... Discriminator Loss: 0.5035... Generator Loss: 2.1268
Epoch 1/1... Discriminator Loss: 0.4605... Generator Loss: 2.4942
Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 3.6205
Epoch 1/1... Discriminator Loss: 1.4163... Generator Loss: 0.5785
Epoch 1/1... Discriminator Loss: 0.9218... Generator Loss: 1.1440
Epoch 1/1... Discriminator Loss: 0.7765... Generator Loss: 1.8479
Epoch 1/1... Discriminator Loss: 0.6642... Generator Loss: 1.4079
Epoch 1/1... Discriminator Loss: 0.5996... Generator Loss: 1.5938
Epoch 1/1... Discriminator Loss: 0.6313... Generator Loss: 4.0040
Epoch 1/1... Discriminator Loss: 2.2315... Generator Loss: 0.2486
Epoch 1/1... Discriminator Loss: 2.2044... Generator Loss: 3.3709
Epoch 1/1... Discriminator Loss: 1.1416... Generator Loss: 2.0097
Epoch 1/1... Discriminator Loss: 0.7950... Generator Loss: 1.9855
Epoch 1/1... Discriminator Loss: 1.1553... Generator Loss: 0.6945
Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 0.8652
Epoch 1/1... Discriminator Loss: 0.9532... Generator Loss: 1.1687
Epoch 1/1... Discriminator Loss: 1.6639... Generator Loss: 0.4189
Epoch 1/1... Discriminator Loss: 0.9638... Generator Loss: 1.8073
Epoch 1/1... Discriminator Loss: 1.2070... Generator Loss: 0.8940
Epoch 1/1... Discriminator Loss: 0.8983... Generator Loss: 1.3883
Epoch 1/1... Discriminator Loss: 0.8690... Generator Loss: 1.3860
Epoch 1/1... Discriminator Loss: 1.2116... Generator Loss: 0.6672
Epoch 1/1... Discriminator Loss: 1.0443... Generator Loss: 0.9735
Epoch 1/1... Discriminator Loss: 0.7459... Generator Loss: 1.7241
Epoch 1/1... Discriminator Loss: 1.1116... Generator Loss: 1.1270
Epoch 1/1... Discriminator Loss: 1.1552... Generator Loss: 0.8491
Epoch 1/1... Discriminator Loss: 2.0397... Generator Loss: 2.8567
Epoch 1/1... Discriminator Loss: 1.3376... Generator Loss: 0.8081
Epoch 1/1... Discriminator Loss: 1.5787... Generator Loss: 0.4360
Epoch 1/1... Discriminator Loss: 1.2550... Generator Loss: 1.3725
Epoch 1/1... Discriminator Loss: 1.5147... Generator Loss: 0.5001
Epoch 1/1... Discriminator Loss: 1.0630... Generator Loss: 0.9506
Epoch 1/1... Discriminator Loss: 1.2412... Generator Loss: 1.3195
Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 0.9333
Epoch 1/1... Discriminator Loss: 1.0758... Generator Loss: 0.9889
Epoch 1/1... Discriminator Loss: 1.1518... Generator Loss: 0.8413
Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 1.5474
Epoch 1/1... Discriminator Loss: 1.0215... Generator Loss: 1.3574
Epoch 1/1... Discriminator Loss: 1.3986... Generator Loss: 0.4946
Epoch 1/1... Discriminator Loss: 1.2949... Generator Loss: 2.1905
Epoch 1/1... Discriminator Loss: 0.8559... Generator Loss: 1.6838
Epoch 1/1... Discriminator Loss: 1.2619... Generator Loss: 0.6564
Epoch 1/1... Discriminator Loss: 0.7038... Generator Loss: 1.9888
Epoch 1/1... Discriminator Loss: 0.8773... Generator Loss: 1.6961
Epoch 1/1... Discriminator Loss: 1.1422... Generator Loss: 0.7152
Epoch 1/1... Discriminator Loss: 1.1838... Generator Loss: 0.6443
Epoch 1/1... Discriminator Loss: 0.9366... Generator Loss: 1.0136
Epoch 1/1... Discriminator Loss: 1.2925... Generator Loss: 2.2428
Epoch 1/1... Discriminator Loss: 1.1541... Generator Loss: 1.3897
Epoch 1/1... Discriminator Loss: 1.5912... Generator Loss: 0.3297
Epoch 1/1... Discriminator Loss: 0.9990... Generator Loss: 1.4129
Epoch 1/1... Discriminator Loss: 1.0191... Generator Loss: 0.9747
Epoch 1/1... Discriminator Loss: 1.3156... Generator Loss: 2.9184
Epoch 1/1... Discriminator Loss: 0.8018... Generator Loss: 1.1888
Epoch 1/1... Discriminator Loss: 0.6463... Generator Loss: 1.6701
Epoch 1/1... Discriminator Loss: 0.8126... Generator Loss: 1.2229
Epoch 1/1... Discriminator Loss: 1.4425... Generator Loss: 1.6316
Epoch 1/1... Discriminator Loss: 1.1190... Generator Loss: 1.0560
Epoch 1/1... Discriminator Loss: 1.2434... Generator Loss: 0.6923
Epoch 1/1... Discriminator Loss: 1.0991... Generator Loss: 0.7194
Epoch 1/1... Discriminator Loss: 0.9120... Generator Loss: 1.5290
Epoch 1/1... Discriminator Loss: 0.8101... Generator Loss: 2.5237
Epoch 1/1... Discriminator Loss: 1.0297... Generator Loss: 0.8723
Epoch 1/1... Discriminator Loss: 0.7476... Generator Loss: 1.4974
Epoch 1/1... Discriminator Loss: 0.5353... Generator Loss: 2.1639
Epoch 1/1... Discriminator Loss: 0.5569... Generator Loss: 2.6457
Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 1.2486
Epoch 1/1... Discriminator Loss: 1.1344... Generator Loss: 0.7677
Epoch 1/1... Discriminator Loss: 1.3449... Generator Loss: 1.7697
Epoch 1/1... Discriminator Loss: 1.0828... Generator Loss: 1.5054
Epoch 1/1... Discriminator Loss: 1.2638... Generator Loss: 0.5897
Epoch 1/1... Discriminator Loss: 0.8586... Generator Loss: 1.8249
Epoch 1/1... Discriminator Loss: 1.0807... Generator Loss: 0.7338
Epoch 1/1... Discriminator Loss: 0.9183... Generator Loss: 1.8602
Epoch 1/1... Discriminator Loss: 0.5367... Generator Loss: 2.4256
Epoch 1/1... Discriminator Loss: 0.8847... Generator Loss: 1.2477
Epoch 1/1... Discriminator Loss: 0.7434... Generator Loss: 1.2565
Epoch 1/1... Discriminator Loss: 1.3160... Generator Loss: 0.9190
Epoch 1/1... Discriminator Loss: 1.5408... Generator Loss: 0.4918
Epoch 1/1... Discriminator Loss: 1.2497... Generator Loss: 1.6839
Epoch 1/1... Discriminator Loss: 1.0361... Generator Loss: 0.9851
Epoch 1/1... Discriminator Loss: 0.8561... Generator Loss: 2.3831
Epoch 1/1... Discriminator Loss: 0.5576... Generator Loss: 1.8107
Epoch 1/1... Discriminator Loss: 0.7410... Generator Loss: 1.4132
Epoch 1/1... Discriminator Loss: 0.4973... Generator Loss: 2.7862
Epoch 1/1... Discriminator Loss: 0.4998... Generator Loss: 2.7562
Epoch 1/1... Discriminator Loss: 0.7118... Generator Loss: 1.4179
Epoch 1/1... Discriminator Loss: 3.0714... Generator Loss: 4.0062
Epoch 1/1... Discriminator Loss: 1.0846... Generator Loss: 0.9963
Epoch 1/1... Discriminator Loss: 1.1787... Generator Loss: 0.8293
Epoch 1/1... Discriminator Loss: 1.0880... Generator Loss: 1.1932
Epoch 1/1... Discriminator Loss: 1.2185... Generator Loss: 1.0170
Epoch 1/1... Discriminator Loss: 1.0386... Generator Loss: 0.8246
Epoch 1/1... Discriminator Loss: 0.8739... Generator Loss: 1.6282
Epoch 1/1... Discriminator Loss: 0.7811... Generator Loss: 2.0521
Epoch 1/1... Discriminator Loss: 1.6875... Generator Loss: 0.3868
Epoch 1/1... Discriminator Loss: 0.9611... Generator Loss: 1.1976
Epoch 1/1... Discriminator Loss: 0.5952... Generator Loss: 2.1262
Epoch 1/1... Discriminator Loss: 0.9968... Generator Loss: 0.8093
Epoch 1/1... Discriminator Loss: 1.2970... Generator Loss: 2.3349
Epoch 1/1... Discriminator Loss: 0.9363... Generator Loss: 0.8743
Epoch 1/1... Discriminator Loss: 1.2114... Generator Loss: 1.2058
Epoch 1/1... Discriminator Loss: 1.1579... Generator Loss: 2.0635
Epoch 1/1... Discriminator Loss: 1.6537... Generator Loss: 0.3798
Epoch 1/1... Discriminator Loss: 1.1326... Generator Loss: 0.9630
Epoch 1/1... Discriminator Loss: 0.9538... Generator Loss: 2.3001
Epoch 1/1... Discriminator Loss: 1.2500... Generator Loss: 0.6158
Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 2.0609
Epoch 1/1... Discriminator Loss: 1.5654... Generator Loss: 0.4048
Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 1.1342
Epoch 1/1... Discriminator Loss: 0.7740... Generator Loss: 1.4150
Epoch 1/1... Discriminator Loss: 1.3875... Generator Loss: 0.4645
Epoch 1/1... Discriminator Loss: 1.0417... Generator Loss: 0.9937
Epoch 1/1... Discriminator Loss: 0.8947... Generator Loss: 1.0259
Epoch 1/1... Discriminator Loss: 0.8114... Generator Loss: 2.0193
Epoch 1/1... Discriminator Loss: 1.0090... Generator Loss: 0.8503
Epoch 1/1... Discriminator Loss: 1.2546... Generator Loss: 1.4146
Epoch 1/1... Discriminator Loss: 1.4938... Generator Loss: 0.4791
Epoch 1/1... Discriminator Loss: 1.3634... Generator Loss: 0.5867
Epoch 1/1... Discriminator Loss: 1.0778... Generator Loss: 0.8900
Epoch 1/1... Discriminator Loss: 0.7981... Generator Loss: 1.7985
Epoch 1/1... Discriminator Loss: 1.1805... Generator Loss: 0.6341
Epoch 1/1... Discriminator Loss: 1.0158... Generator Loss: 2.6627
Epoch 1/1... Discriminator Loss: 0.5603... Generator Loss: 2.0237
Epoch 1/1... Discriminator Loss: 1.0527... Generator Loss: 0.8776
Epoch 1/1... Discriminator Loss: 0.4551... Generator Loss: 2.5502
Epoch 1/1... Discriminator Loss: 0.7131... Generator Loss: 1.6253
Epoch 1/1... Discriminator Loss: 0.4381... Generator Loss: 2.7591
Epoch 1/1... Discriminator Loss: 0.4593... Generator Loss: 2.3434
Epoch 1/1... Discriminator Loss: 2.2843... Generator Loss: 5.2018
Epoch 1/1... Discriminator Loss: 1.1431... Generator Loss: 2.2110
Epoch 1/1... Discriminator Loss: 1.3017... Generator Loss: 0.7347
Epoch 1/1... Discriminator Loss: 1.4912... Generator Loss: 2.2327
Epoch 1/1... Discriminator Loss: 1.0271... Generator Loss: 0.9612
Epoch 1/1... Discriminator Loss: 0.9386... Generator Loss: 1.1790
Epoch 1/1... Discriminator Loss: 1.2329... Generator Loss: 1.8304
Epoch 1/1... Discriminator Loss: 1.2750... Generator Loss: 0.6255
Epoch 1/1... Discriminator Loss: 0.7600... Generator Loss: 2.4669
Epoch 1/1... Discriminator Loss: 1.5256... Generator Loss: 0.4837
Epoch 1/1... Discriminator Loss: 1.0036... Generator Loss: 1.0869
Epoch 1/1... Discriminator Loss: 1.1027... Generator Loss: 1.3912
Epoch 1/1... Discriminator Loss: 1.1210... Generator Loss: 2.9019
Epoch 1/1... Discriminator Loss: 0.6129... Generator Loss: 2.1490
Epoch 1/1... Discriminator Loss: 0.9586... Generator Loss: 0.9288
Epoch 1/1... Discriminator Loss: 0.5030... Generator Loss: 2.1821
Epoch 1/1... Discriminator Loss: 0.6469... Generator Loss: 2.1367
Epoch 1/1... Discriminator Loss: 1.2512... Generator Loss: 0.6243
Epoch 1/1... Discriminator Loss: 1.4869... Generator Loss: 0.4385
Epoch 1/1... Discriminator Loss: 1.1199... Generator Loss: 0.6875
Epoch 1/1... Discriminator Loss: 1.1752... Generator Loss: 0.7366
Epoch 1/1... Discriminator Loss: 1.0941... Generator Loss: 2.2532
Epoch 1/1... Discriminator Loss: 0.9034... Generator Loss: 1.8289
Epoch 1/1... Discriminator Loss: 0.8083... Generator Loss: 1.0439
Epoch 1/1... Discriminator Loss: 0.6330... Generator Loss: 2.4666
Epoch 1/1... Discriminator Loss: 0.6815... Generator Loss: 1.4411
Epoch 1/1... Discriminator Loss: 0.4107... Generator Loss: 3.5466
Epoch 1/1... Discriminator Loss: 0.8507... Generator Loss: 1.1279
Epoch 1/1... Discriminator Loss: 1.0803... Generator Loss: 1.2083
Epoch 1/1... Discriminator Loss: 0.9176... Generator Loss: 1.8343
Epoch 1/1... Discriminator Loss: 1.0615... Generator Loss: 0.8652
Epoch 1/1... Discriminator Loss: 0.9577... Generator Loss: 1.0588
Epoch 1/1... Discriminator Loss: 0.8796... Generator Loss: 1.1065
Epoch 1/1... Discriminator Loss: 0.6861... Generator Loss: 1.4221
Epoch 1/1... Discriminator Loss: 0.4263... Generator Loss: 2.9961
Epoch 1/1... Discriminator Loss: 1.2499... Generator Loss: 0.6943
Epoch 1/1... Discriminator Loss: 2.8549... Generator Loss: 4.4959
Epoch 1/1... Discriminator Loss: 1.2836... Generator Loss: 1.4397
Epoch 1/1... Discriminator Loss: 1.0891... Generator Loss: 1.2853
Epoch 1/1... Discriminator Loss: 1.2783... Generator Loss: 1.7400
Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 0.5982
Epoch 1/1... Discriminator Loss: 1.3385... Generator Loss: 1.9596
Epoch 1/1... Discriminator Loss: 1.2513... Generator Loss: 0.8128
Epoch 1/1... Discriminator Loss: 1.1751... Generator Loss: 0.9067
Epoch 1/1... Discriminator Loss: 1.0307... Generator Loss: 1.1478
Epoch 1/1... Discriminator Loss: 1.1856... Generator Loss: 0.8336
Epoch 1/1... Discriminator Loss: 1.0847... Generator Loss: 1.3986
Epoch 1/1... Discriminator Loss: 1.0347... Generator Loss: 0.9864
Epoch 1/1... Discriminator Loss: 1.8431... Generator Loss: 2.6154
Epoch 1/1... Discriminator Loss: 1.2243... Generator Loss: 0.9012
Epoch 1/1... Discriminator Loss: 1.0279... Generator Loss: 0.9817
Epoch 1/1... Discriminator Loss: 1.1455... Generator Loss: 0.9339
Epoch 1/1... Discriminator Loss: 1.1229... Generator Loss: 1.3154
Epoch 1/1... Discriminator Loss: 1.1179... Generator Loss: 0.9019
Epoch 1/1... Discriminator Loss: 1.0552... Generator Loss: 0.9935
Epoch 1/1... Discriminator Loss: 1.0168... Generator Loss: 1.2211
Epoch 1/1... Discriminator Loss: 1.2976... Generator Loss: 0.6041
Epoch 1/1... Discriminator Loss: 1.0858... Generator Loss: 1.6001
Epoch 1/1... Discriminator Loss: 1.2075... Generator Loss: 1.6243
Epoch 1/1... Discriminator Loss: 1.1004... Generator Loss: 0.9383
Epoch 1/1... Discriminator Loss: 1.0925... Generator Loss: 0.9934
Epoch 1/1... Discriminator Loss: 1.8350... Generator Loss: 0.3070
Epoch 1/1... Discriminator Loss: 1.0150... Generator Loss: 1.0392
Epoch 1/1... Discriminator Loss: 1.0847... Generator Loss: 0.9395
Epoch 1/1... Discriminator Loss: 1.1015... Generator Loss: 1.6916
Epoch 1/1... Discriminator Loss: 1.1142... Generator Loss: 0.8816
Epoch 1/1... Discriminator Loss: 1.1715... Generator Loss: 1.2096
Epoch 1/1... Discriminator Loss: 1.0079... Generator Loss: 1.7615
Epoch 1/1... Discriminator Loss: 1.1696... Generator Loss: 0.6978
Epoch 1/1... Discriminator Loss: 0.9833... Generator Loss: 1.6141
Epoch 1/1... Discriminator Loss: 1.1164... Generator Loss: 1.0274
Epoch 1/1... Discriminator Loss: 1.3711... Generator Loss: 2.2793
Epoch 1/1... Discriminator Loss: 0.9948... Generator Loss: 0.8718
Epoch 1/1... Discriminator Loss: 1.0285... Generator Loss: 0.9342
Epoch 1/1... Discriminator Loss: 0.9221... Generator Loss: 1.6170
Epoch 1/1... Discriminator Loss: 0.5538... Generator Loss: 2.6120
Epoch 1/1... Discriminator Loss: 0.4796... Generator Loss: 3.0303
Epoch 1/1... Discriminator Loss: 1.2966... Generator Loss: 0.6396
Epoch 1/1... Discriminator Loss: 1.6527... Generator Loss: 2.5232
Epoch 1/1... Discriminator Loss: 0.9943... Generator Loss: 1.3401
Epoch 1/1... Discriminator Loss: 1.2152... Generator Loss: 1.0379
Epoch 1/1... Discriminator Loss: 1.2620... Generator Loss: 1.5282
Epoch 1/1... Discriminator Loss: 1.3174... Generator Loss: 0.6069
Epoch 1/1... Discriminator Loss: 0.9972... Generator Loss: 1.1984
Epoch 1/1... Discriminator Loss: 2.1445... Generator Loss: 2.6192
Epoch 1/1... Discriminator Loss: 1.0722... Generator Loss: 1.0391
Epoch 1/1... Discriminator Loss: 1.1746... Generator Loss: 1.3691
Epoch 1/1... Discriminator Loss: 0.7908... Generator Loss: 1.8545
Epoch 1/1... Discriminator Loss: 1.2387... Generator Loss: 0.6541
Epoch 1/1... Discriminator Loss: 0.7984... Generator Loss: 1.3272
Epoch 1/1... Discriminator Loss: 0.7663... Generator Loss: 1.7706
Epoch 1/1... Discriminator Loss: 0.9696... Generator Loss: 2.2809
Epoch 1/1... Discriminator Loss: 1.6907... Generator Loss: 0.3546
Epoch 1/1... Discriminator Loss: 0.9595... Generator Loss: 1.0970
Epoch 1/1... Discriminator Loss: 0.9921... Generator Loss: 1.4001
Epoch 1/1... Discriminator Loss: 0.9801... Generator Loss: 0.9207
Epoch 1/1... Discriminator Loss: 0.8786... Generator Loss: 2.2631
Epoch 1/1... Discriminator Loss: 0.9961... Generator Loss: 0.8268
Epoch 1/1... Discriminator Loss: 1.0151... Generator Loss: 2.0405
Epoch 1/1... Discriminator Loss: 0.9141... Generator Loss: 0.9988
Epoch 1/1... Discriminator Loss: 0.3835... Generator Loss: 4.2302
Epoch 1/1... Discriminator Loss: 0.6862... Generator Loss: 2.9169
Epoch 1/1... Discriminator Loss: 0.5996... Generator Loss: 1.8917
Epoch 1/1... Discriminator Loss: 0.4988... Generator Loss: 2.1786
Epoch 1/1... Discriminator Loss: 0.3751... Generator Loss: 4.1021
Epoch 1/1... Discriminator Loss: 0.8211... Generator Loss: 1.2473
Epoch 1/1... Discriminator Loss: 1.2102... Generator Loss: 2.0195
Epoch 1/1... Discriminator Loss: 0.9242... Generator Loss: 1.0803
Epoch 1/1... Discriminator Loss: 0.9187... Generator Loss: 1.3355
Epoch 1/1... Discriminator Loss: 0.9848... Generator Loss: 1.0380
Epoch 1/1... Discriminator Loss: 1.3719... Generator Loss: 2.2142
Epoch 1/1... Discriminator Loss: 1.1067... Generator Loss: 0.7542
Epoch 1/1... Discriminator Loss: 1.1371... Generator Loss: 0.7735
Epoch 1/1... Discriminator Loss: 1.1830... Generator Loss: 0.7247
Epoch 1/1... Discriminator Loss: 1.4935... Generator Loss: 1.8999
Epoch 1/1... Discriminator Loss: 1.2804... Generator Loss: 0.6577
Epoch 1/1... Discriminator Loss: 0.9915... Generator Loss: 0.9677
Epoch 1/1... Discriminator Loss: 1.0868... Generator Loss: 1.4960
Epoch 1/1... Discriminator Loss: 1.0218... Generator Loss: 1.6009
Epoch 1/1... Discriminator Loss: 0.9989... Generator Loss: 2.1906
Epoch 1/1... Discriminator Loss: 1.3674... Generator Loss: 0.5704
Epoch 1/1... Discriminator Loss: 1.2192... Generator Loss: 1.0710
Epoch 1/1... Discriminator Loss: 1.0828... Generator Loss: 0.9119
Epoch 1/1... Discriminator Loss: 1.1198... Generator Loss: 0.9213
Epoch 1/1... Discriminator Loss: 1.1560... Generator Loss: 1.4260
Epoch 1/1... Discriminator Loss: 1.2113... Generator Loss: 0.5995
Epoch 1/1... Discriminator Loss: 0.8220... Generator Loss: 1.2198
Epoch 1/1... Discriminator Loss: 0.8369... Generator Loss: 3.1321
Epoch 1/1... Discriminator Loss: 1.3911... Generator Loss: 0.5389
Epoch 1/1... Discriminator Loss: 1.2115... Generator Loss: 0.8646
Epoch 1/1... Discriminator Loss: 1.1796... Generator Loss: 0.7597
Epoch 1/1... Discriminator Loss: 0.8551... Generator Loss: 1.3391
Epoch 1/1... Discriminator Loss: 0.9511... Generator Loss: 0.8930
Epoch 1/1... Discriminator Loss: 0.7941... Generator Loss: 1.3146
Epoch 1/1... Discriminator Loss: 0.4429... Generator Loss: 2.9403
Epoch 1/1... Discriminator Loss: 1.2742... Generator Loss: 3.2637
Epoch 1/1... Discriminator Loss: 1.1204... Generator Loss: 2.2787
Epoch 1/1... Discriminator Loss: 0.4939... Generator Loss: 2.3631
Epoch 1/1... Discriminator Loss: 0.5142... Generator Loss: 2.0952
Epoch 1/1... Discriminator Loss: 0.3970... Generator Loss: 3.1897
Epoch 1/1... Discriminator Loss: 0.4052... Generator Loss: 3.1333
Epoch 1/1... Discriminator Loss: 0.8379... Generator Loss: 3.5426
Epoch 1/1... Discriminator Loss: 1.4591... Generator Loss: 2.1476
Epoch 1/1... Discriminator Loss: 0.4625... Generator Loss: 2.8826
Epoch 1/1... Discriminator Loss: 0.4243... Generator Loss: 2.8340
Epoch 1/1... Discriminator Loss: 0.3995... Generator Loss: 3.3704
Epoch 1/1... Discriminator Loss: 0.5000... Generator Loss: 3.8090
Epoch 1/1... Discriminator Loss: 0.3910... Generator Loss: 4.1265
Epoch 1/1... Discriminator Loss: 0.4187... Generator Loss: 3.1771
Epoch 1/1... Discriminator Loss: 0.3423... Generator Loss: 5.6292
Epoch 1/1... Discriminator Loss: 0.3911... Generator Loss: 3.5270
Epoch 1/1... Discriminator Loss: 1.0136... Generator Loss: 5.3221
Epoch 1/1... Discriminator Loss: 3.6665... Generator Loss: 5.7431
Epoch 1/1... Discriminator Loss: 0.8330... Generator Loss: 1.4615
Epoch 1/1... Discriminator Loss: 0.9230... Generator Loss: 1.4139
Epoch 1/1... Discriminator Loss: 1.0507... Generator Loss: 0.8162
Epoch 1/1... Discriminator Loss: 1.5541... Generator Loss: 2.6191
Epoch 1/1... Discriminator Loss: 0.9252... Generator Loss: 1.2602
Epoch 1/1... Discriminator Loss: 1.0462... Generator Loss: 0.7987
Epoch 1/1... Discriminator Loss: 0.8071... Generator Loss: 1.4742
Epoch 1/1... Discriminator Loss: 0.8961... Generator Loss: 1.2790
Epoch 1/1... Discriminator Loss: 0.8996... Generator Loss: 3.7470
Epoch 1/1... Discriminator Loss: 1.8016... Generator Loss: 0.3210
Epoch 1/1... Discriminator Loss: 0.9070... Generator Loss: 1.2957
Epoch 1/1... Discriminator Loss: 0.7506... Generator Loss: 1.2207
Epoch 1/1... Discriminator Loss: 1.1908... Generator Loss: 2.6212
Epoch 1/1... Discriminator Loss: 0.7753... Generator Loss: 1.9319
Epoch 1/1... Discriminator Loss: 1.0263... Generator Loss: 0.8803
Epoch 1/1... Discriminator Loss: 0.5833... Generator Loss: 3.2452
Epoch 1/1... Discriminator Loss: 0.4735... Generator Loss: 2.5011
Epoch 1/1... Discriminator Loss: 0.3735... Generator Loss: 4.1705
Epoch 1/1... Discriminator Loss: 1.1571... Generator Loss: 0.7300
Epoch 1/1... Discriminator Loss: 0.9535... Generator Loss: 1.0968
Epoch 1/1... Discriminator Loss: 1.2639... Generator Loss: 2.5166
Epoch 1/1... Discriminator Loss: 1.0516... Generator Loss: 0.9641
Epoch 1/1... Discriminator Loss: 1.1275... Generator Loss: 1.8115
Epoch 1/1... Discriminator Loss: 1.0840... Generator Loss: 1.0102
Epoch 1/1... Discriminator Loss: 0.9466... Generator Loss: 1.2305
Epoch 1/1... Discriminator Loss: 1.4832... Generator Loss: 0.4571
Epoch 1/1... Discriminator Loss: 1.1752... Generator Loss: 2.0058
Epoch 1/1... Discriminator Loss: 1.0225... Generator Loss: 1.2101
Epoch 1/1... Discriminator Loss: 1.1124... Generator Loss: 0.8373
Epoch 1/1... Discriminator Loss: 1.1475... Generator Loss: 2.2461
Epoch 1/1... Discriminator Loss: 1.0371... Generator Loss: 0.8734
Epoch 1/1... Discriminator Loss: 1.0290... Generator Loss: 0.9622
Epoch 1/1... Discriminator Loss: 1.0532... Generator Loss: 1.7416
Epoch 1/1... Discriminator Loss: 1.2321... Generator Loss: 0.6140
Epoch 1/1... Discriminator Loss: 0.9273... Generator Loss: 1.1381
Epoch 1/1... Discriminator Loss: 1.0909... Generator Loss: 1.8053
Epoch 1/1... Discriminator Loss: 1.1825... Generator Loss: 2.8631
Epoch 1/1... Discriminator Loss: 1.7081... Generator Loss: 0.3564
Epoch 1/1... Discriminator Loss: 0.8933... Generator Loss: 1.4862
Epoch 1/1... Discriminator Loss: 0.9757... Generator Loss: 0.9599
Epoch 1/1... Discriminator Loss: 0.9588... Generator Loss: 1.5394
Epoch 1/1... Discriminator Loss: 1.1274... Generator Loss: 0.7608
Epoch 1/1... Discriminator Loss: 0.7136... Generator Loss: 1.4780
Epoch 1/1... Discriminator Loss: 1.5586... Generator Loss: 2.7451
Epoch 1/1... Discriminator Loss: 1.4573... Generator Loss: 0.4829
Epoch 1/1... Discriminator Loss: 0.8189... Generator Loss: 1.5103
Epoch 1/1... Discriminator Loss: 0.9156... Generator Loss: 1.1105
Epoch 1/1... Discriminator Loss: 1.0259... Generator Loss: 0.8308
Epoch 1/1... Discriminator Loss: 2.0423... Generator Loss: 3.3580
Epoch 1/1... Discriminator Loss: 1.0306... Generator Loss: 0.8614
Epoch 1/1... Discriminator Loss: 0.7096... Generator Loss: 1.8375
Epoch 1/1... Discriminator Loss: 1.0868... Generator Loss: 0.7930
Epoch 1/1... Discriminator Loss: 1.2423... Generator Loss: 1.6141
Epoch 1/1... Discriminator Loss: 1.0919... Generator Loss: 0.8704
Epoch 1/1... Discriminator Loss: 0.9318... Generator Loss: 1.0564
Epoch 1/1... Discriminator Loss: 1.0035... Generator Loss: 0.9439
Epoch 1/1... Discriminator Loss: 1.1264... Generator Loss: 1.8326
Epoch 1/1... Discriminator Loss: 1.4409... Generator Loss: 0.4758
Epoch 1/1... Discriminator Loss: 1.0471... Generator Loss: 1.6458
Epoch 1/1... Discriminator Loss: 0.7495... Generator Loss: 1.9295
Epoch 1/1... Discriminator Loss: 0.8177... Generator Loss: 1.0770
Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 1.5430
Epoch 1/1... Discriminator Loss: 0.4687... Generator Loss: 2.7993
Epoch 1/1... Discriminator Loss: 1.9364... Generator Loss: 3.3658
Epoch 1/1... Discriminator Loss: 1.0227... Generator Loss: 1.2591
Epoch 1/1... Discriminator Loss: 1.0363... Generator Loss: 1.6159
Epoch 1/1... Discriminator Loss: 1.5599... Generator Loss: 0.4379
Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 1.0485
Epoch 1/1... Discriminator Loss: 1.0922... Generator Loss: 1.1575
Epoch 1/1... Discriminator Loss: 1.0496... Generator Loss: 1.0700
Epoch 1/1... Discriminator Loss: 0.9247... Generator Loss: 1.9150
Epoch 1/1... Discriminator Loss: 1.0262... Generator Loss: 0.9694
Epoch 1/1... Discriminator Loss: 0.7478... Generator Loss: 1.6240
Epoch 1/1... Discriminator Loss: 1.9798... Generator Loss: 0.2560
Epoch 1/1... Discriminator Loss: 1.0699... Generator Loss: 1.0449
Epoch 1/1... Discriminator Loss: 0.8152... Generator Loss: 1.5329
Epoch 1/1... Discriminator Loss: 0.7068... Generator Loss: 2.1160
Epoch 1/1... Discriminator Loss: 0.8209... Generator Loss: 1.2001
Epoch 1/1... Discriminator Loss: 0.4585... Generator Loss: 2.6224
Epoch 1/1... Discriminator Loss: 0.6675... Generator Loss: 1.5113
Epoch 1/1... Discriminator Loss: 0.6023... Generator Loss: 1.6282
Epoch 1/1... Discriminator Loss: 0.5355... Generator Loss: 2.0598
Epoch 1/1... Discriminator Loss: 0.4574... Generator Loss: 2.8169
Epoch 1/1... Discriminator Loss: 0.6183... Generator Loss: 1.6899
Epoch 1/1... Discriminator Loss: 0.4548... Generator Loss: 2.6113
Epoch 1/1... Discriminator Loss: 0.4840... Generator Loss: 4.0699
Epoch 1/1... Discriminator Loss: 0.6114... Generator Loss: 1.8167
Epoch 1/1... Discriminator Loss: 1.0547... Generator Loss: 0.9359
Epoch 1/1... Discriminator Loss: 1.1136... Generator Loss: 2.0691
Epoch 1/1... Discriminator Loss: 1.0152... Generator Loss: 0.9070
Epoch 1/1... Discriminator Loss: 0.9166... Generator Loss: 1.1654
Epoch 1/1... Discriminator Loss: 1.5436... Generator Loss: 2.7195
Epoch 1/1... Discriminator Loss: 0.9217... Generator Loss: 1.1113
Epoch 1/1... Discriminator Loss: 1.1392... Generator Loss: 1.9513
Epoch 1/1... Discriminator Loss: 1.1926... Generator Loss: 0.6748
Epoch 1/1... Discriminator Loss: 1.0532... Generator Loss: 2.0216
Epoch 1/1... Discriminator Loss: 1.0679... Generator Loss: 0.8168
Epoch 1/1... Discriminator Loss: 1.1461... Generator Loss: 2.3651
Epoch 1/1... Discriminator Loss: 1.4677... Generator Loss: 0.4837
Epoch 1/1... Discriminator Loss: 1.1131... Generator Loss: 1.2838
Epoch 1/1... Discriminator Loss: 1.0290... Generator Loss: 1.0083
Epoch 1/1... Discriminator Loss: 1.0893... Generator Loss: 1.3436
Epoch 1/1... Discriminator Loss: 1.2187... Generator Loss: 0.7470
Epoch 1/1... Discriminator Loss: 1.0568... Generator Loss: 1.0105
Epoch 1/1... Discriminator Loss: 1.0749... Generator Loss: 1.3577
Epoch 1/1... Discriminator Loss: 0.8746... Generator Loss: 1.1229
Epoch 1/1... Discriminator Loss: 1.4028... Generator Loss: 2.1813
Epoch 1/1... Discriminator Loss: 0.9374... Generator Loss: 0.9992
Epoch 1/1... Discriminator Loss: 1.0447... Generator Loss: 0.9754
Epoch 1/1... Discriminator Loss: 0.9671... Generator Loss: 1.1813
Epoch 1/1... Discriminator Loss: 1.0495... Generator Loss: 0.9113
Epoch 1/1... Discriminator Loss: 1.3362... Generator Loss: 2.0523
Epoch 1/1... Discriminator Loss: 0.7848... Generator Loss: 1.1597
Epoch 1/1... Discriminator Loss: 0.7832... Generator Loss: 1.3717
Epoch 1/1... Discriminator Loss: 0.3889... Generator Loss: 3.3340
Epoch 1/1... Discriminator Loss: 0.9968... Generator Loss: 0.7826
Epoch 1/1... Discriminator Loss: 2.2224... Generator Loss: 3.3378
Epoch 1/1... Discriminator Loss: 1.0630... Generator Loss: 1.2833
Epoch 1/1... Discriminator Loss: 1.0760... Generator Loss: 0.8940
Epoch 1/1... Discriminator Loss: 1.2445... Generator Loss: 1.4456
Epoch 1/1... Discriminator Loss: 1.0453... Generator Loss: 0.8289
Epoch 1/1... Discriminator Loss: 1.0761... Generator Loss: 0.7568
Epoch 1/1... Discriminator Loss: 0.8790... Generator Loss: 1.1982
Epoch 1/1... Discriminator Loss: 0.9988... Generator Loss: 1.6810
Epoch 1/1... Discriminator Loss: 0.9733... Generator Loss: 1.2369
Epoch 1/1... Discriminator Loss: 1.0359... Generator Loss: 1.5754
Epoch 1/1... Discriminator Loss: 1.2630... Generator Loss: 0.6534
Epoch 1/1... Discriminator Loss: 1.2097... Generator Loss: 1.9880
Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 0.9215
Epoch 1/1... Discriminator Loss: 1.0597... Generator Loss: 0.7940
Epoch 1/1... Discriminator Loss: 1.2633... Generator Loss: 0.7280
Epoch 1/1... Discriminator Loss: 1.2852... Generator Loss: 2.6934
Epoch 1/1... Discriminator Loss: 0.8858... Generator Loss: 1.0373
Epoch 1/1... Discriminator Loss: 1.6050... Generator Loss: 2.9382
Epoch 1/1... Discriminator Loss: 0.9054... Generator Loss: 1.1170
Epoch 1/1... Discriminator Loss: 0.6337... Generator Loss: 1.6155
Epoch 1/1... Discriminator Loss: 0.5776... Generator Loss: 1.7630
Epoch 1/1... Discriminator Loss: 1.0280... Generator Loss: 0.8610
Epoch 1/1... Discriminator Loss: 1.8531... Generator Loss: 2.4966
Epoch 1/1... Discriminator Loss: 0.9351... Generator Loss: 1.2144
Epoch 1/1... Discriminator Loss: 0.9176... Generator Loss: 1.4569
Epoch 1/1... Discriminator Loss: 0.8751... Generator Loss: 1.2131
Epoch 1/1... Discriminator Loss: 1.3901... Generator Loss: 0.4966
Epoch 1/1... Discriminator Loss: 0.8768... Generator Loss: 1.2500
Epoch 1/1... Discriminator Loss: 1.2283... Generator Loss: 1.9116
Epoch 1/1... Discriminator Loss: 0.9925... Generator Loss: 0.9473
Epoch 1/1... Discriminator Loss: 0.9725... Generator Loss: 0.8749
Epoch 1/1... Discriminator Loss: 0.8641... Generator Loss: 1.7913
Epoch 1/1... Discriminator Loss: 0.7142... Generator Loss: 1.3785
Epoch 1/1... Discriminator Loss: 1.7074... Generator Loss: 2.5182
Epoch 1/1... Discriminator Loss: 1.2552... Generator Loss: 0.7417
Epoch 1/1... Discriminator Loss: 0.8840... Generator Loss: 1.3644
Epoch 1/1... Discriminator Loss: 1.2219... Generator Loss: 0.6540
Epoch 1/1... Discriminator Loss: 0.9268... Generator Loss: 1.5484
Epoch 1/1... Discriminator Loss: 0.8991... Generator Loss: 1.1432
Epoch 1/1... Discriminator Loss: 1.4893... Generator Loss: 2.1044
Epoch 1/1... Discriminator Loss: 1.2650... Generator Loss: 0.6028
Epoch 1/1... Discriminator Loss: 0.7293... Generator Loss: 1.8619
Epoch 1/1... Discriminator Loss: 0.5302... Generator Loss: 1.9218
Epoch 1/1... Discriminator Loss: 0.5803... Generator Loss: 2.7360
Epoch 1/1... Discriminator Loss: 0.3650... Generator Loss: 3.8714
Epoch 1/1... Discriminator Loss: 0.3991... Generator Loss: 3.3213
Epoch 1/1... Discriminator Loss: 0.5479... Generator Loss: 2.0569
Epoch 1/1... Discriminator Loss: 1.1871... Generator Loss: 0.7238
Epoch 1/1... Discriminator Loss: 0.7717... Generator Loss: 1.6582
Epoch 1/1... Discriminator Loss: 0.6005... Generator Loss: 2.1789
Epoch 1/1... Discriminator Loss: 0.6796... Generator Loss: 1.4614
Epoch 1/1... Discriminator Loss: 0.6237... Generator Loss: 1.5461
Epoch 1/1... Discriminator Loss: 0.7388... Generator Loss: 3.0688
Epoch 1/1... Discriminator Loss: 2.0447... Generator Loss: 0.2733
Epoch 1/1... Discriminator Loss: 0.8966... Generator Loss: 1.0479
Epoch 1/1... Discriminator Loss: 0.8803... Generator Loss: 1.2752
Epoch 1/1... Discriminator Loss: 0.8208... Generator Loss: 1.7240
Epoch 1/1... Discriminator Loss: 1.2553... Generator Loss: 0.6482
Epoch 1/1... Discriminator Loss: 1.2295... Generator Loss: 3.8937
Epoch 1/1... Discriminator Loss: 1.4009... Generator Loss: 0.5665
Epoch 1/1... Discriminator Loss: 1.0247... Generator Loss: 1.6164
Epoch 1/1... Discriminator Loss: 1.1585... Generator Loss: 0.7264
Epoch 1/1... Discriminator Loss: 1.7019... Generator Loss: 1.9298
Epoch 1/1... Discriminator Loss: 0.9037... Generator Loss: 1.1056
Epoch 1/1... Discriminator Loss: 0.9485... Generator Loss: 1.3064
Epoch 1/1... Discriminator Loss: 0.6220... Generator Loss: 1.6227
Epoch 1/1... Discriminator Loss: 1.0768... Generator Loss: 0.8731
Epoch 1/1... Discriminator Loss: 1.0743... Generator Loss: 1.4437
Epoch 1/1... Discriminator Loss: 1.0537... Generator Loss: 0.8575
Epoch 1/1... Discriminator Loss: 0.5987... Generator Loss: 2.3681
Epoch 1/1... Discriminator Loss: 0.7675... Generator Loss: 3.8046
Epoch 1/1... Discriminator Loss: 0.5583... Generator Loss: 1.9158
Epoch 1/1... Discriminator Loss: 0.9438... Generator Loss: 0.8250
Epoch 1/1... Discriminator Loss: 0.7683... Generator Loss: 1.2407
Epoch 1/1... Discriminator Loss: 0.5147... Generator Loss: 2.2739
Epoch 1/1... Discriminator Loss: 0.3786... Generator Loss: 4.6236
Epoch 1/1... Discriminator Loss: 2.3797... Generator Loss: 3.6379
Epoch 1/1... Discriminator Loss: 1.2550... Generator Loss: 2.0187
Epoch 1/1... Discriminator Loss: 1.0031... Generator Loss: 0.9130
Epoch 1/1... Discriminator Loss: 1.1912... Generator Loss: 1.0959
Epoch 1/1... Discriminator Loss: 1.0160... Generator Loss: 1.5085
Epoch 1/1... Discriminator Loss: 1.4298... Generator Loss: 0.5201
Epoch 1/1... Discriminator Loss: 0.9482... Generator Loss: 1.4693
Epoch 1/1... Discriminator Loss: 1.0394... Generator Loss: 0.9808
Epoch 1/1... Discriminator Loss: 1.0883... Generator Loss: 0.9690
Epoch 1/1... Discriminator Loss: 0.9803... Generator Loss: 1.2865
Epoch 1/1... Discriminator Loss: 0.9237... Generator Loss: 1.1713
Epoch 1/1... Discriminator Loss: 1.0079... Generator Loss: 1.9356
Epoch 1/1... Discriminator Loss: 1.1518... Generator Loss: 0.6788
Epoch 1/1... Discriminator Loss: 0.9987... Generator Loss: 0.9341
Epoch 1/1... Discriminator Loss: 0.6729... Generator Loss: 1.6680
Epoch 1/1... Discriminator Loss: 0.7656... Generator Loss: 1.3696
Epoch 1/1... Discriminator Loss: 0.6129... Generator Loss: 1.7181
Epoch 1/1... Discriminator Loss: 0.7416... Generator Loss: 1.7937
Epoch 1/1... Discriminator Loss: 0.4809... Generator Loss: 2.2627
Epoch 1/1... Discriminator Loss: 0.4658... Generator Loss: 3.6408
Epoch 1/1... Discriminator Loss: 0.4635... Generator Loss: 3.9095
Epoch 1/1... Discriminator Loss: 0.4416... Generator Loss: 3.9617
Epoch 1/1... Discriminator Loss: 0.9809... Generator Loss: 3.3884
Epoch 1/1... Discriminator Loss: 1.4691... Generator Loss: 3.7707
Epoch 1/1... Discriminator Loss: 1.1894... Generator Loss: 0.6645
Epoch 1/1... Discriminator Loss: 0.6702... Generator Loss: 2.0267
Epoch 1/1... Discriminator Loss: 0.5374... Generator Loss: 2.0186
Epoch 1/1... Discriminator Loss: 0.4004... Generator Loss: 3.2669
Epoch 1/1... Discriminator Loss: 0.4151... Generator Loss: 2.9242
Epoch 1/1... Discriminator Loss: 0.4295... Generator Loss: 2.9009
Epoch 1/1... Discriminator Loss: 0.4454... Generator Loss: 2.6969
Epoch 1/1... Discriminator Loss: 0.3917... Generator Loss: 2.9843
Epoch 1/1... Discriminator Loss: 0.4203... Generator Loss: 2.9795
Epoch 1/1... Discriminator Loss: 0.4428... Generator Loss: 2.9772
Epoch 1/1... Discriminator Loss: 0.7396... Generator Loss: 1.2640
Epoch 1/1... Discriminator Loss: 2.8976... Generator Loss: 0.1515
Epoch 1/1... Discriminator Loss: 0.8602... Generator Loss: 1.2584
Epoch 1/1... Discriminator Loss: 0.8484... Generator Loss: 1.3841
Epoch 1/1... Discriminator Loss: 0.9835... Generator Loss: 1.3758
Epoch 1/1... Discriminator Loss: 1.1982... Generator Loss: 2.5553
Epoch 1/1... Discriminator Loss: 0.9669... Generator Loss: 1.4011
Epoch 1/1... Discriminator Loss: 1.7831... Generator Loss: 0.4167
Epoch 1/1... Discriminator Loss: 0.9676... Generator Loss: 1.2907
Epoch 1/1... Discriminator Loss: 0.9668... Generator Loss: 1.2194
Epoch 1/1... Discriminator Loss: 0.8821... Generator Loss: 1.6837
Epoch 1/1... Discriminator Loss: 1.5274... Generator Loss: 0.4689
Epoch 1/1... Discriminator Loss: 0.9269... Generator Loss: 1.1126
Epoch 1/1... Discriminator Loss: 0.9794... Generator Loss: 0.9324
Epoch 1/1... Discriminator Loss: 0.9217... Generator Loss: 1.5072
Epoch 1/1... Discriminator Loss: 1.0639... Generator Loss: 0.8012
Epoch 1/1... Discriminator Loss: 0.9009... Generator Loss: 1.8024
Epoch 1/1... Discriminator Loss: 1.2867... Generator Loss: 0.6003
Epoch 1/1... Discriminator Loss: 1.0012... Generator Loss: 1.9744
Epoch 1/1... Discriminator Loss: 0.9980... Generator Loss: 1.3090
Epoch 1/1... Discriminator Loss: 0.9592... Generator Loss: 0.8894
Epoch 1/1... Discriminator Loss: 1.0178... Generator Loss: 0.9207
Epoch 1/1... Discriminator Loss: 0.9520... Generator Loss: 1.1826
Epoch 1/1... Discriminator Loss: 1.6366... Generator Loss: 0.3761
Epoch 1/1... Discriminator Loss: 1.0191... Generator Loss: 1.5109
Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 1.5995
Epoch 1/1... Discriminator Loss: 1.2706... Generator Loss: 0.6277
Epoch 1/1... Discriminator Loss: 1.0619... Generator Loss: 1.0014
Epoch 1/1... Discriminator Loss: 0.9131... Generator Loss: 1.2506
Epoch 1/1... Discriminator Loss: 1.0192... Generator Loss: 1.5008
Epoch 1/1... Discriminator Loss: 1.0427... Generator Loss: 0.8857
Epoch 1/1... Discriminator Loss: 1.1324... Generator Loss: 0.7223
Epoch 1/1... Discriminator Loss: 1.0380... Generator Loss: 1.5414
Epoch 1/1... Discriminator Loss: 0.8974... Generator Loss: 1.6364
Epoch 1/1... Discriminator Loss: 1.2393... Generator Loss: 0.6509
Epoch 1/1... Discriminator Loss: 0.9475... Generator Loss: 1.7324
Epoch 1/1... Discriminator Loss: 0.9413... Generator Loss: 1.0212
Epoch 1/1... Discriminator Loss: 1.0867... Generator Loss: 1.9793
Epoch 1/1... Discriminator Loss: 1.0754... Generator Loss: 0.8792
Epoch 1/1... Discriminator Loss: 1.1089... Generator Loss: 2.0248
Epoch 1/1... Discriminator Loss: 0.9937... Generator Loss: 0.9203
Epoch 1/1... Discriminator Loss: 0.9234... Generator Loss: 1.9881
Epoch 1/1... Discriminator Loss: 0.7749... Generator Loss: 1.3791
Epoch 1/1... Discriminator Loss: 1.0511... Generator Loss: 0.7703
Epoch 1/1... Discriminator Loss: 0.9341... Generator Loss: 1.5884
Epoch 1/1... Discriminator Loss: 1.1722... Generator Loss: 0.7342
Epoch 1/1... Discriminator Loss: 1.2139... Generator Loss: 2.4449
Epoch 1/1... Discriminator Loss: 1.0053... Generator Loss: 0.8970
Epoch 1/1... Discriminator Loss: 0.9203... Generator Loss: 0.9097
Epoch 1/1... Discriminator Loss: 0.8459... Generator Loss: 1.5479
Epoch 1/1... Discriminator Loss: 0.7883... Generator Loss: 1.3225
Epoch 1/1... Discriminator Loss: 1.9933... Generator Loss: 2.8907
Epoch 1/1... Discriminator Loss: 1.2195... Generator Loss: 0.8662
Epoch 1/1... Discriminator Loss: 0.9731... Generator Loss: 1.1990
Epoch 1/1... Discriminator Loss: 1.0294... Generator Loss: 1.0842
Epoch 1/1... Discriminator Loss: 0.9303... Generator Loss: 1.5599
Epoch 1/1... Discriminator Loss: 0.9135... Generator Loss: 1.3642
Epoch 1/1... Discriminator Loss: 1.2469... Generator Loss: 0.6330
Epoch 1/1... Discriminator Loss: 0.9418... Generator Loss: 1.1007
Epoch 1/1... Discriminator Loss: 0.8963... Generator Loss: 1.1752
Epoch 1/1... Discriminator Loss: 0.7365... Generator Loss: 1.8348
Epoch 1/1... Discriminator Loss: 0.8324... Generator Loss: 1.0738
Epoch 1/1... Discriminator Loss: 0.7141... Generator Loss: 1.2861
Epoch 1/1... Discriminator Loss: 1.0210... Generator Loss: 0.7354
Epoch 1/1... Discriminator Loss: 1.0990... Generator Loss: 2.6041
Epoch 1/1... Discriminator Loss: 0.8216... Generator Loss: 1.3309
Epoch 1/1... Discriminator Loss: 0.5094... Generator Loss: 2.5352
Epoch 1/1... Discriminator Loss: 1.2235... Generator Loss: 1.2103
Epoch 1/1... Discriminator Loss: 1.1710... Generator Loss: 0.6559
Epoch 1/1... Discriminator Loss: 0.8046... Generator Loss: 1.7164
Epoch 1/1... Discriminator Loss: 1.0394... Generator Loss: 1.3241
Epoch 1/1... Discriminator Loss: 0.9662... Generator Loss: 1.1523
Epoch 1/1... Discriminator Loss: 0.9686... Generator Loss: 1.1342
Epoch 1/1... Discriminator Loss: 0.9480... Generator Loss: 0.9663
Epoch 1/1... Discriminator Loss: 1.0566... Generator Loss: 0.8541
Epoch 1/1... Discriminator Loss: 1.5259... Generator Loss: 2.4261
Epoch 1/1... Discriminator Loss: 0.9610... Generator Loss: 1.0673
Epoch 1/1... Discriminator Loss: 1.0658... Generator Loss: 0.9130
Epoch 1/1... Discriminator Loss: 0.9665... Generator Loss: 0.9521
Epoch 1/1... Discriminator Loss: 0.9490... Generator Loss: 1.6228
Epoch 1/1... Discriminator Loss: 1.2341... Generator Loss: 0.6175
Epoch 1/1... Discriminator Loss: 0.9500... Generator Loss: 1.5030
Epoch 1/1... Discriminator Loss: 1.2160... Generator Loss: 2.1478
Epoch 1/1... Discriminator Loss: 0.9451... Generator Loss: 0.9827
Epoch 1/1... Discriminator Loss: 1.0033... Generator Loss: 0.9373

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.